Yangqiu SONG
宋阳秋
PhD in Control Science and Technology
Tsinghua University, 2009

Assistant Professor
Department of Computer Science and Engineering
Department of Mathematics

Associate Director of HKUST-WeBank Joint Lab



(852) 2358 6987
yqsong@ust.hk
Room 3518
Personal Web

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Google Scholar
MdQZ-q8AAAAJ

ORCID
0000-0002-7818-6090

Scopus ID
14039604300




Research Interest Publications Projects Teaching Assignment RPG Supervision Space used




Research Interest

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Artificial intelligence
Data mining
Machine learning
Language modeling
Text mining



Publications

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All Years 171 2022 0 2021 17 2020 17 2019 18 2018 14 2017 16 2016 89

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2021 17

Ranking Users in Social Networks with Motif-Based PageRank
IEEE Transactions on Knowledge and Data Engineering, v. 33, (5), May 2021, article number 8897608, p. 2179-2192
Zhao, Huan; Xu, Xiaogang; Song, Yangqiu; Lee, Dik Lun; Chen, Zhao; Gao, Han Article
RWNE: A scalable random-walk-based network embedding framework with personalized higher-order proximity preserved
Journal of Artificial Intelligence Research, v. 71, June 2021, p. 237-263
Li, Jianxin; Ji, Cheng; Peng, Hao; He, Yu; Song, Yangqiu; Zhang, Xinmiao; Peng, Fanzhang Article
Side Information Fusion for Recommender Systems over Heterogeneous Information Network
ACM Transactions on Knowledge Discovery from Data, v. 15, (4), June 2021, article number 60, p. 1-32
Zhao, Huan; Yao, Quanming; Song, Yangqiu; Kwok, Tin Yau; Lee, Dik Lun Article
Social explorative attention based recommendation for content distribution platforms
Data Mining and Knowledge Discovery, v. 35, (2), March 2021, p. 533-567
Xiao, Wenyi; Zhao, Huan; Pan, Haojie; Song, Yangqiu; Zheng, Vincent W.; Yang, Qiang Article
Streaming Social Event Detection and Evolution Discovery in Heterogeneous Information Networks
ACM Transactions on Knowledge Discovery from Data, v. 15, (5), June 2021, article number 89, p. 1-33
Peng, Hao; Li, Jianxin; Song, Yangqiu; Yang, Renyu; Ranjan, Rajiv; Yu, Philip S.; He, Lifang Article
Differentially Private Federated Knowledge Graphs Embedding
International Conference on Information and Knowledge Management, Proceedings, October 2021, p. 1416-1425
Peng, Hao; Li, Haoran; Song, Yangqiu; Zheng, Vincent; Li, Jianxin Conference paper
DISCOS: Bridging the Gap between Discourse Knowledge and Commonsense Knowledge
WWW '21: Proceedings of the Web Conference 2021, New York, NY, United States : Association for Computing Machinery, 2021, p. 2648-2659
Fang, Tianqing; Zhang, Hongming; Wang, Weiqi; Song, Yangqiu; He, Bin Conference paper
Exploring Discourse Structures for Argument Impact Classification
ACL-IJCNLP 2021 - 59th Annual Meeting of the Association for Computational Linguistics and the 11th International Joint Conference on Natural Language Processing, Proceedings of the Conference, v. 1, 2021, p. 3958-3969
Liu, Xin; Ou, Jiefu; Song, Yangqiu; Jiang, Xin Conference paper
Fair Representation Learning for Heterogeneous Information Networks
Proceedings of the Fifteenth International AAAI Conference on Web and Social Media, v. 15, (1), May 2021, p. 877-887
Zeng, Ziqian; Islam, Rashidul; Keya, Kamrun Naher; Foulds, James; Song, Yangqiu; Pan, Shimei Conference paper
Joint Coreference Resolution and Character Linking for Multiparty Conversation
Proceedings of the 16th Conference of the European Chapter of the Association for Computational Linguistics: Main Volume / Paola Merlo, Jorg Tiedemann, Reut Tsarfaty (Editors). Stroudsburg, USA : Association for Computational Linguistics, 2021, p. 539-548
Bai, Jiaxin; Zhang, Hongming; Song, Yangqiu; Xu, Kun Conference paper
Learning Contextual Causality between Daily Events from Time-Consecutive Images
IEEE Computer Society Conference on Computer Vision and Pattern Recognition Workshops, June 2021, p. 1752-1755
Zhang, Hongming; Huo, Yintong; Zhao, Xinran; Song, Yangqiu; Roth, Dan Conference paper
Multi-Relational Graph based Heterogeneous Multi-Task Learning in Community Question Answering
International Conference on Information and Knowledge Management, Proceedings, October 2021, p. 1038-1047
Lin, Zizheng; Ke, Haowen; Wong, Ngo Yin; Bai, Jiaxin; Song, Yangqiu; Zhao, Huan; Ye, Junpeng Conference paper
Neural PathSim for Inductive Similarity Search in Heterogeneous Information Networks
CIKM '21: Proceedings of the 30th ACM International Conference on Information & Knowledge Management / Association for Computing Machinery. New York : Association for Computing Machinery, 2021, p. 2201-2210
Xiao, Wenyi; Zhao, Huan; Zheng, Vincent W.; Song, Yangqiu Conference paper
Probing Toxic Content in Large Pre-trained Language Models
Proceedings of the 59th Annual Meeting of the Association for Computational Linguistics and the 11th International Joint Conference on Natural Language Processing, v. 1, 2021, p. 4262-4274
Ousidhoum, Nedjma Djouhra; Zhao, Xinran; Fang, Tianqing; Song, Yangqiu; Yeung, Dit Yan Conference paper
Semantic-Specific Hierarchical Alignment Network for Heterogeneous Graph Adaptation
Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics), v. 12976 LNAI, 10 September 2021, p. 335-350
Zhuang, YuanXin; Shi, Chuan; Yang, Cheng; Zhuang, Fuzhen; Song, Yangqiu Conference paper
Ultra-Fine Entity Typing with Weak Supervision from a Masked Language Model
Proceedings of the 59th Annual Meeting of the Association for Computational Linguistics and the 11th International Joint Conference on Natural Language Processing (Volume 1: Long Papers), v. 1, 2021, p. 1790-1799
Dai, Hongliang; Song, Yangqiu; Wang, Haixun Conference paper
Variational Weakly Supervised Sentiment Analysis with Posterior Regularization
Proceedings of the 16th Conference of the European Chapter of the Association for Computational Linguistics: Main Volume / Paola Merlo, Jorg Tiedemann, Reut Tsarfaty (Editors). Stroudsburg, USA : Association for Computational Linguistics, 2021, p. 3259-3268
Zeng, Ziqian; Song, Yangqiu Conference paper

2020 17

Event detection and evolution in multi-lingual social streams
Frontiers of Computer Science, v. 14, (5), October 2020, article number 145612
Liu, Yaopeng; Peng, Hao; Li, Jianxin; Song, Yangqiu; Li, Xiong Article
Find truth in the hands of the few: acquiring specific knowledge with crowdsourcing
Frontiers of Computer Science, v. 15, (4), 2 October 2020, article number 154315
Han, Tao; Sun, Hailong; Song, Yangqiu; Fang, Yili; Liu, Xudong Article
Special Issue on Data-Driven Personality Modeling for Intelligent Human-Computer Interaction
ACM Transactions on Interactive Intelligent Systems, v. 10, (3), November 2020, article number 3402522
Pan, Shimei; Brdiczka, Oliver; Kleinsmith, Andrea; Song, Yangqiu Article
A Chinese corpus for fine-grained entity typing
Proceedings of the 12th Language Resources and Evaluation Conference / Editoted by Nicoletta Calzolari, Frédéric Béchet, Philippe Blache...etc.. Marseille, France : European Language Resources Association, 2020, p. 4451-4457
Lee, Chin; Dai, Hongliang; Song, Yangqiu; Li, Xin Conference paper
Analogous Process Structure Induction for Sub-event Sequence Prediction
Proceedings of the Conference on Empirical Methods in Natural Language Processing (EMNLP), v. 202, November 2020, p. 1541-1550
Zhang, Hongming; Chen, Muhao; Wang, Haoyu; Song, Yangqiu; Roth, Dan Conference paper
ASER: A Large-scale Eventuality Knowledge Graph
The Web Conference 2020 - Proceedings of the World Wide Web Conference, WWW 2020 / Editors: Yennun Huang, Irwin King, Tie-Yan Liu, Maarten van Steen.. New York, NY, USA : ACM, 2020, p. 201-211
Zhang, Hongming; Liu, Xin; Pan, Haojie; Song, Yangqiu; Leung, Wingki Conference paper
Comparative Evaluation of Label-Agnostic Selection Bias in Multilingual Hate Speech Datasets
Proceedings of the Conference on Empirical Methods in Natural Language Processing (EMNLP), November 2020, p. 2532-2542
Ousidhoum, Nedjma Djouhra; Song, Yangqiu; Yeung, Dit Yan Conference paper
Enriching Large-Scale Eventuality Knowledge Graph with Entailment Relations
Automated Knowledge Base Construction, AKBC 2020, Irvine, CA, USA, 22-24 June 2020
Yu, Changlong; Zhang, Hongming; Song, Yangqiu; Ng, Wilfred Siu Hung; Shang, Lifeng Conference paper
Exploiting Semantic Relations for Fine-grained Entity Typing
2nd Conference on Automated Knowledge Base Construction, AKBC 2020, Irvine, CA, USA, 22-24 June 2020
Dai, Hongliang; Song, Yangqiu; Li, Xin Conference paper
Fisher Deep Domain Adaptation
Proceedings of the 2020 SIAM International Conference on Data Mining / Editor(s): Carlotta Demeniconi and Nitesh Chawla. Philadelphia, USA : Society for Industrial and Applied Mathematics, 2020, p. 469-477
Zhang, Yinghua; Zhang, Yu; Wei, Ying; Bai, Kun; Song, Yangqiu; Yang, Qiang Conference paper
Neural Subgraph Isomorphism Counting
Proceedings of the ACM SIGKDD International Conference on Knowledge Discovery and Data Mining, 23 August 2020, p. 1959-1969
Liu, Xin; Pan, Haojie; He, Mutian; Song, Yangqiu; Jiang, Xin; Shang, Lifeng Conference paper
On the Importance of Word and Sentence Representation Learning in Implicit Discourse Relation Classification
Proceedings of the Twenty-Ninth International Joint Conference on Artificial Intelligence, v. 2021, January 2020, p. 3830-3836
Liu, Xin; Ou, Jiefu; Song, Yangqiu; Jiang, Xin Conference paper
Peer-inspired Student Performance Prediction in Interactive Online Question Pools with Graph Neural Network
CIKM '20: Proceedings of the 29th ACM International Conference on Information & Knowledge Management / Association for Computing Machinery. New York, United States : Association for Computing Machinery, 2020, p. 2589-2596
Li, Haotian; Wei, Huan; Wang, Yong; Song, Yangqiu; Qu, Huamin Conference paper
Recent Advances on Graph Analytics and Its Applications in Healthcare
Proceedings of the ACM SIGKDD International Conference on Knowledge Discovery and Data Mining, 23 August 2020, p. 3545-3546
Wang, Fei; Cui, Peng; Pei, Jian; Song, Yangqiu; Zang, Chengxi Conference paper
Two Sides of the Same Coin: White-box and Black-box Attacks for Transfer Learning
Proceedings of the ACM SIGKDD International Conference on Knowledge Discovery and Data Mining, 23 August 2020, p. 2989-2997
Zhang, Yinghua; Song, Yangqiu; Liang, Jian; Bai, Kun; Yang, Qiang Conference paper
Vertex-reinforced Random Walk for Network Embedding
Proceedings of the 2020 SIAM International Conference on Data Mining / Editor(s): Carlotta Demeniconi and Nitesh Chawla. Philadelphia, USA : Society for Industrial and Applied Mathematics, 2020, p. 595-603
Xiao, Wenyi; Huan, Zhao; Zheng, Vincent W.; Song, Yangqiu Conference paper
When Hearst Is not Enough: Improving Hypernymy Detection from Corpus with Distributional Models
Proceedings of the Conference on Empirical Methods in Natural Language Processing (EMNLP), November 2020, p. 6208-6217
Yu, Changlong; Han, Jialong; Wang, Peifeng; Song, Yangqiu; Zhang, Hongming; Ng, Wilfred Siu Hung; Shi, Shuming Conference paper

2019 18

Toward Any-language Zero-shot Topic Classification of Textual Documents
Artificial Intelligence, v. 274, September 2019, p. 133-150
Song, Yangqiu; Upadhyay, Shyam; Peng, Haoruo; Mayhew, Stephen; Roth, Dan Article
A Variational Approach to Weakly Supervised Document-Level Multi-Aspect Sentiment Classification
Proceedings of the 2019 Conference of the North American Chapter of the Association for Computational Linguistics: Human Language Technologies, June 2019, p. 386-396
Zeng, Ziqian; Zhou, Wenxuan; Liu, Xin; Song, Yangqiu Conference paper
Beyond Personalization: Social Content Recommendation for Creator Equality and Consumer Satisfaction
Proceedings of the ACM SIGKDD International Conference on Knowledge Discovery and Data Mining, July 2019, p. 235-245
Xiao, Wenyi; Zhao, Huan; Pan, Haojie; Song, Yangqiu; Zheng, Vincent W.; Yang, Qiang Conference paper
CogcompnLP: Your Swiss army knife for NLP
LREC 2018 - 11th International Conference on Language Resources and Evaluation, 2019, p. 541-549
Khashabi, Daniel; Sammons, Mark; Zhou, Ben; Redman, Tom; Christodoulopoulos, Christos E.; Srikumar, Vivek; Rizzolo, Nicholas; Luo, Lev Ratinov Guanheng; Do, Quang; Tsai, Chentse; Roy, Subhro; Mayhew, Stephen; Feng, Zhili; Wieting, John; Yu, Xiaodong; Song, Yangqiu; Gupta, Shashank; Upadhyay, Shyam; Arivazhagan, Naveen; Ning, Qiang; Ling, Shaoshi; Roth, Dan Conference paper
Efficient Path Prediction for Semi-supervised and Weakly Supervised Hierarchical Text Classification
The Web Conference 2019 - Proceedings of the World Wide Web Conference, WWW 2019, May 2019, p. 3370-3376
Xiao, Huiru; Liu, Xin; Song, Yangqiu Conference paper
Fine-grained Event Categorization With Heterogeneous Graph Convolutional Networks
IJCAI International Joint Conference on Artificial Intelligence, v. 2019-August, 2019, p. 3238-3245
Peng, Hao; Li, Jianxin; Gong, Qiran; Song, Yangqiu; Ning, Yuanxing; Lai, Kunfeng; Yu, P.S. Conference paper
HetespaceyWalk: A Heterogeneous Spacey Random Walk for Heterogeneous Information Network Embedding
Proceedings of the 28th ACM International Conference on Information & Knowledge Management (CIKM '19), November 2019, p. 639-648
He, Yu; Song, Yangqiu; Li, Jianxin; Ji, Cheng; Peng, Jian; Peng, Hao Conference paper
Hyper-Path-Based Representation Learning for Hyper-Networks
Proceedings of the 28th ACM International Conference on Information & Knowledge Management (CIKM '19), November 2019, p. 449-458
Huang, Jie; Liu, Xin; Song, Yangqiu Conference paper
Improving Fine-grained Entity Typing with Entity Linking
Proceedings of the 2019 Conference on Empirical Methods in Natural Language Processing and the 9th International Joint Conference on Natural Language Processing (EMNLP-IJCNLP) / edited by Kentaro Inui, Jing Jiang, Vincent Ng, Xiaojun Wan. Association for Computational Linguistics, 2019, p. 6210-6215
Dai, Hongliang; Du, Donghong; Li, Xin; Song, Yangqiu Conference paper
Incorporating Context and External Knowledge for Pronoun Coreference Resolution
Proceedings of the 2019 Conference of the North American Chapter of the Association for Computational Linguistics: Human Language Technologies, v. 1, 2019, p. 872-881
Zhang, Hongming; Song, Yan; Song, Yangqiu Conference paper
Knowledge-aware Pronoun Coreference Resolution
Proceedings of the 57th Annual Meeting of the Association for Computational Linguistics / Anna Korhonen, David Traum, Lluís Màrquez (Editors). Stroudsburg, USA : Association for Computational Linguistics, 2019, p. 867-876
Zhang, Hongming; Song, Yan; Song, Yangqiu; Yu, Dong Conference paper
Motif Enhanced Recommendation Over Heterogeneous Information Network
Proceedings of the 28th ACM International Conference on Information & Knowledge Management (CIKM '19), November 2019, p. 2189-2192
Zhao, Huan; Zhou, Yingqi; Song, Yangqiu; Lee, Dik Lun Conference paper
Multilingual and Multi-Aspect Hate Speech Analysis
EMNLP-IJCNLP 2019 - 2019 Conference on Empirical Methods in Natural Language Processing and 9th International Joint Conference on Natural Language Processing, Proceedings of the Conference, 2019, p. 4675-4684
Ousidhoum, Nedjma Djouhra; Lin, Zizheng; Zhang, Hongming; Song, Yangqiu; Yeung, Dit Yan Conference paper
Multiplex Word Embeddings for Selectional Preference Acquisition
EMNLP-IJCNLP 2019 - 2019 Conference on Empirical Methods in Natural Language Processing and 9th International Joint Conference on Natural Language Processing, Proceedings of the Conference, 2020, p. 5246-5255
Zhang, Hongming; Bai, Jiaxin; Song, Yan; Xu, Kun; Yu, Changlong; Song, Yangqiu; Ng, Siu Hung; Yu, Dong Conference paper
Neural Aspect and Opinion Term Extraction with Mined Rules as Weak Supervision
Proceedings of the 57th Annual Meeting of the Association for Computational Linguistics / Anna Korhonen, David Traum, Lluís Màrquez (Editors). Stroudsburg, USA : Association for Computational Linguistics, 2019, p. 5268-5277
Dai, Hongliang; Song, Yangqiu Conference paper
Relation Discovery with Out-of-Relation Knowledge Base as Supervision
Proceedings of NAACL-HLT, v. 2019, June 2019, p. 3280-3290
Liang, Yan; Liu, Xin; Zhang, Jianwen; Song, Yangqiu Conference paper
SP-10K: A Large-scale Evaluation Set for Selectional Preference Acquisition
Proceedings of the 57th Annual Meeting of the Association for Computational Linguistics / Anna Korhonen, David Traum, Lluís Màrquez (Editors). Stroudsburg, USA : Association for Computational Linguistics, 2019, p. 722-731
Zhang, Hongming; Ding, Hantian; Song, Yangqiu Conference paper
What You See is What You Get: Visual Pronoun Coreference Resolution in Dialogues
EMNLP-IJCNLP 2019 - 2019 Conference on Empirical Methods in Natural Language Processing and 9th International Joint Conference on Natural Language Processing, Proceedings of the Conference, 2020, p. 5123-5132
Yu, Xintong; Zhang, Hongming; Song, Yangqiu; Song, Yan; Zhang, Changshui Conference paper

2018 14

Illinois CCG LoReHLT 2016 Named Entity Recognition And Situation Frame Systems
Machine Translation, v. 32, (1-2), June 2018, p. 91-103
Tsai, Chen Tse; Mayhew, Stephen; Song, Yangqiu; Sammons, Mark; Roth, Dan Article
Unsupervised Meta-path Selection for Text Similarity Measure Based on Heterogeneous Information Networks
Data Mining and Knowledge Discovery, v. 32, (6), November 2018, p. 1735-1767
Wang, Chenguang; Song, Yangqiu; Li, Haoran; Zhang, Ming; Han, Jiawei Article
A Distributed Solution for Winograd Schema Challenge
ICMLC 2018: Proceedings of the 2018 10th International Conference on Machine Learning and Computing / Association for Computing Machinery. New York : Association for Computing Machinery, 2018, p. 322-326
Zhang, Hongming; Song, Yangqiu Conference paper
Biased random walk based social regularization for word embeddings
IJCAI International Joint Conference on Artificial Intelligence, 2018, p. 4560-4566
Zeng, Ziqian; Liu, Xin; Song, Yangqiu Conference paper
Capture Commonsense Knowledge for Sentiment Analysis
Proceedings - 2018 IEEE International Conference on Big Data and Smart Computing, BigComp 2018, May 2018, article number 8367226, p. 767-770
Zhang, Hongming; Liu, Zhaoyu; Song, Yangqiu Conference paper
Entity Linking within a Social Media Platform: A Case Study on Yelp
Proceedings of the 2018 Conference on Empirical Methods in Natural Language Processing (EMNLP 2018), v.2018, 2018, p. 2023-2032
Dai, Hongliang; Song, Yangqiu; Qiu, Liwei; Liu, Rijia Conference paper
Large-Scale Hierarchical Text Classification with Recursively Regularized Deep Graph-CNN
The Web Conference 2018 - Proceedings of the World Wide Web Conference, WWW 2018, April 2018, p. 1063-1072
Peng, Hao; Li, Jianxin; He, Yu; Liu, Yaopeng; Bao, Mengjiao; Wnag, Lihong; Song, Yangqiu; Yang, Qiang Conference paper
Make Evasion Harder: An Intelligent Android Malware Detection System
IJCAI International Joint Conference on Artificial Intelligence, v. 2018-July, 2018, p. 5279-5283
Hou, Shifu; Ye, Yanfang; Song, Yangqiu; Abdulhayoglu, Melih Conference paper
MetaGAN: An Adversarial Approach to Few-Shot Learning
Advances in Neural Information Processing Systems, v.31, 2018
Zhang, Ruixiang; Che, Tong; Ghahramani, Zoubin; Bengio, Yoshua; Song, Yangqiu Conference paper
Ranking Users in Social Networks with Higher-Order Structures
Proceedings of the AAAI Conference on Artificial Intelligence, v. 32, (1), 2018, article number 11285, p. 232-239
Zhao, Huan; Xu, Xiaogang; Song, Yangqiu; Lee, Dik Lun; Chen, Zhao; Gao, Han Conference paper
Scalable Multiplex Network Embedding
IJCAI International Joint Conference on Artificial Intelligence, 2018, p. 3082-3088
Zhang, Hongming; Qiu, Liwei; Yi, Lingling; Song, Yangqiu Conference paper
Time-evolving Text Classification With Deep Neural Networks
IJCAI International Joint Conference on Artificial Intelligence, v. 2018-July, July 2018, p. 2241-2247
He, Yu; Li, Jianxin; Song, Yangqiu; He, Mutian; Peng, Hao Conference paper
Training and evaluating improved dependency-based word embeddings
Proceedings of the AAAI Conference on Artificial Intelligence, v. 32, (1), 2018, article number 12044, p. 5836-5843
Li, Chen; Li, Jianxin; Song, Yangqiu; Lin, Ziwei Conference paper
What construction topics do they discuss in social media? A case study of weibo in China
Construction Research Congress 2018: Construction Information Technology / Edited by Chao Wang, Christofer Harper, Yongcheol Lee, Rebecca Harris, Charles Berryman. USA : American Society of Civil Engineers, 2018, p. 612-621
Tang, Liyaning Yaning N.; Zhang, Yiming M.; Dai, Fei; Yoon, Yoojung J.; Song, Yangqiu Conference paper

2017 16

Adaptive Result Inference for Collecting Quantitative Data With Crowdsourcing
IEEE Internet of Things Journal, v. 4, (5), October 2017, article number 7862852, p. 1389-1398
Sun, Hailong; Hu, Kefan; Fang, Yili; Song, Yangqiu Article
Budgeted Task Scheduling for Crowdsourced Knowledge Acquisition
International Conference on Information and Knowledge Management, Proceedings, F131841, November 2017, p. 1059-1068
Han, Tao; Sun, Hailong; Song, Yangqiu; Wang, Zizhe; Liu, Xudong Conference paper
Cross-lingual Dataless Classification for Many Languages
Proceedings of the Twenty-Fifth International Joint Conference on Artificial Intelligence, p. 2901-2907
Song, Yangqiu; Upadhyay, Shyam; Peng, Haoruo; Roth, Dan Conference paper
Distant Meta-path Similarities for Text-based Heterogeneous Information Networks
International Conference on Information and Knowledge Management, Proceedings, v. Part F131841, November 2017, p. 1629-1638
Wang, Chenguang; Song, Yangqiu; Li, Haoran; Sun, Yizhou; Zhang, Ming; Han, Jiawei Conference paper
Document-level Multi-aspect Sentiment Classification as Machine Comprehension
EMNLP 2017 - Conference on Empirical Methods in Natural Language Processing, Proceedings, 2017, p. 2044-2054
Yin, Yichun; Song, Yangqiu; Zhang, Ming Conference paper
HinDroid: An Intelligent Android Malware Detection System Based on Structured Heterogeneous Information Network
Proceeding KDD '17 Proceedings of the 23rd ACM SIGKDD International Conference on Knowledge Discovery and Data Mining, p. 1507-1515
Hou, Shifu; Ye, Yanfang; Song, Yangqiu; Abdulhayoglu, Melih Conference paper
Incorporating External Knowledge into Crowd Intelligence for More Specific Knowledge Acquisition
Proceedings of the Twenty-Fifth International Joint Conference on Artificial Intelligence, p. 1541-1547
Han, Tao; Sun, Hailong; Song, Yangqiu; Fang, Yili; Liu, Xudong Conference paper
Incrementally Learning the Hierarchical Softmax Function for Neural Language Models
Proceedings of the AAAI Conference on Artificial Intelligence, v. 31, (1), 2017, article number 10994, p. 3267-3273
Hao, Peng; Li, Jianxin; Song, Yangqiu; Liu, Yaopeng Conference paper
Joint Embeddings of Chinese Words, Characters, and Fine-grained Subcharacter Components
EMNLP 2017 - Conference on Empirical Methods in Natural Language Processing, 2017, p. 286-291
Yu, Jinxing; Jian, Xun; Xing, Hao; Song, Yangqiu Conference paper
Joint Embeddings of Chinese Words, Characters, and Fine-grained Subcharacter Components
Proceedings of the 2017 Conference on Empirical Methods in Natural Language Processing, Association for Computational Linguistics, 2017, p. 286-291
Yu, Jinxing; Jian, Xun; Xin, Hao; Song, Yangqiu Conference paper
KBQA: Learning question answering over QA corpora and knowledge bases
Proceedings of the VLDB Endowment, v. 10, (5), January 2017, p. 565-576
Cui, Wanyun; Xiao, Yanghua; Wang, Haixun; Song, Yangqiu; Hwang, Seungwon; Wang, Wei Conference paper
Meta-Graph Based Recommendation Fusion over Heterogeneous Information Networks
Proceedings of the 23rd ACM SIGKDD International Conference on Knowledge Discovery and Data Mining, p. 635-644
Zhao, Huan; Yao, Quanming; Li, Jianda; Song, Yangqiu; Lee, Dik Lun Conference paper
Neural Twitter Sentiment Classification: a Simple Ensemble Method with Different Embeddings
Proceedings of the 11th International Workshop on Semantic Evaluations (SemEval-2017)
Yin, Yichun; Zhang, Ming; Song, Yangqiu Conference paper
Semi-supervised Learning Over Heterogeneous Information Networks by Ensemble of Meta-graph Guided Random Walks
Proceedings of the Twenty-Sixth International Joint Conference on Artificial Intelligence, 2017, p. 1944-1950
Jiang, He; Song, Yangqiu; Wang, Chenguang; Zhang, Ming; Sun, Yizhou; Sun, Yizhou Conference paper
Socialized Word Embeddings
IJCAI International Joint Conference on Artificial Intelligence, v. 2017, August 2017, p. 3615-3921
Zeng, Ziqian; Yin, Yichun; Song, Yangqiu; Zhang, Ming Conference paper
Understanding Hidden Memories of Recurrent Neural Networks
2017 IEEE Conference on Visual Analytics Science and Technology, VAST 2017 - Proceedings, December 2018, article number 8585721, p. 13-24
Ming, Yao; Cao, Shaozu; Zhang, Ruixiang; Li, Zhen; Chen, Yuanzhe; Song, Yangqiu; Qu, Huamin Conference paper

2016 13

Heterogeneous Translated Hashing: A Scalable Solution towards Multi-modal Similarity Search
ACM Transactions on Knowledge Discovery from Data, v. 10, (4), May 2016, article number 36
Wei, Ying; Song, Yangqiu; Zhen, Yi; Liu, Bo; Yang, Qiang Article
Microblog Sentiment Classification with Heterogeneous Sentiment Knowledge
Information Sciences, v. 373, December 2016, p. 149-164
Wu, Fangzhao; Song, Yangqiu; Huang, Yongfeng Article
Structured microblog sentiment classification via social context regularization
Neurocomputing, v. 175, (A), January 2016, p. 599-609
Wu, Fangzhao; Huang, Yongfeng; Song, Yangqiu Article
The Stability and Usability of Statistical Topic Models
ACM Transactions on Interactive Intelligent Systems (TiiS), v. 6, (2), July 2016, article number 14, p. 1-23
Yang, Yi; Pan, Shimei; Lu, Jie; Topkara, Mercan; Song, Yangqiu Article
Towards Building a High-quality Microblog-specific Chinese Sentiment Lexicon
Decision Support Systems, v. 87, July 2016, p. 39-49
Wu, Fangzhao; Huang, Yongfeng; Song, Yangqiu; Liu, Shixia Article
World Knowledge as Indirect Supervision for Document Clustering
ACM Transactions on Knowledge Discovery from Data, v. 11, (2), December 2016, article number 13
Wang, Chenguang; Song, Yangqiu; Roth, Dan; Zhang, Ming; Han, Jiawei Article
Event Detection and Co-reference with Minimal Supervision
EMNLP 2016 - Conference on Empirical Methods in Natural Language Processing, Proceedings, Association for Computational Linguistics (ACL), 2016, p. 392-402
Peng, Haoruo; Song, Yangqiu; Roth, Dan Conference paper
Improving Topic Model Stability for Effective Document Exploration
Proceedings of the Twenty-Fifth International Joint Conference on Artificial Intelligence (IJCAI-16), 2016, article number v. 2016-January, p. 4223-4227
Yang, Yi; Pan, Shimei; Song, Yangqiu; Lu, Jie; Topkara, Mercan Conference paper
Instilling Social to Physical: Co-Regularized Heterogeneous Transfer Learning
Proceedings of the AAAI Conference on Artificial Intelligence, v. 30, (1), 2016, article number 10172, p. 1338-1344
Wei, Ying; Zhu, Yin; Leung, Cane Wing Ki; Song, Yangqiu; Yang, Qiang Conference paper
RelSim: Relation Similarity Search in Schema-Rich Heterogeneous Information Networks
Proceedings of the Sixteenth SIAM International Conference on Data Mining, Sep 2016, p. 621-629
Wang, Chenguang; Sun, Yizhou; Song, Yanglei; Han, Jiawei; Song, Yangqiu; Wang, Lidan; Zhang, Ming Conference paper
Text classification with heterogeneous information network kernels
Proceedings of the AAAI Conference on Artificial Intelligence, v. 30, (1), 2016, article number 10297, p. 2130-2136
Wang, Chenguang; Song, Yangqiu; Li, Haoran; Zhang, Ming; Han, Jiawei Conference paper
Tracking Idea Flows between Social Groups
Proceedings of the AAAI Conference on Artificial Intelligence, v. 30, (1), 2016, article number 10163, p. 1436-1443
Zhong, Yangxin; Liu, Shixia; Wang, Xiting; Xiao, Jiannan; Song, Yangqiu Conference paper
Word Embeddings with Limited Memory
54th Annual Meeting of the Association for Computational Linguistics, ACL 2016 - Long Papers, v. 2, 2016
Ling, Shaoshi; Song, Yangqiu; Roth, Dan Conference paper

2015 15

Automatic Taxonomy Construction from Keywords via Scalable Bayesian Rose Trees
IEEE Transactions on Knowledge and Data Engineering, v. 27, (7), July 2015, p. 1861-1874
Song, Yangqiu; Liu, Shixia; Liu, Xueqing; Wang, Haixun Article
Does Summarization Help Stock Prediction? A News Impact Analysis
IEEE Intelligent Systems, v. 30, (3), May-June 2015, p. 26-34
Li, Xiaodong; Xie, Haoran; Song, Yangqiu; Zhu, Shanfeng; Li, Qing; Wang, Fu Lee Article
Evolutionary Bayesian Rose Trees
IEEE Transactions on Knowledge and Data Engineering, v. 27, (6), June 2015, article number 2373384, p. 1533-1546
Liu, Shixia; Wang, Xiting; Song, Yangqiu; Guo, Baining Article
Combining Machine Learning and Crowdsourcing for Better Understanding Commodity Reviews
Proceedings of the AAAI Conference on Artificial Intelligence, v. 29, (1), 2015, article number 9725, p. 4220-4221
Wu, Heting; Sun, Hailong; Fang, Yili; Hu, Kefan; Xie, Yongqing; Song, Yangqiu; Liu, Xudong Conference paper
Constrained Information-theoretic Tripartite Graph Clustering to Identify Semantically Similar Relations
Proceedings of the Twenty-Fourth International Joint Conference on Artificial Intelligence, Edited by Qiang Yang and Michael Wooldridge. Palo Alto, California, USA : AAAI Press; International Joint Conferences on Artificial Intelligence, 2015, p. 3882-3889
Wang, Chenguang; Song, Yangqiu; Roth, Dan; Wang, Chi; Han, Jiawei; Ji, Heng; Zhang, Ming Conference paper
Illinois CCG TAC 2015 Event Nugget, Entity Discovery and Linking, and Slot Filler Validation Systems
Text Analysis Conference 2015, National Institute of Standards and Technology, Gaithersburg, Maryland, USA, 16-17 November 2015
Sammons, Mark; Peng, Haoruo; Song, Yangqiu; Upadhyay, Shyam; Tsai, Chen-Tse; Reddy, Pavankumar; Roy, Subhro; Roth, Dan Conference paper
Improving a Pipeline Architecture for Shallow Discourse Parsing
Proceedings of the Nineteenth Conference on Computational Natural Language Learning - Shared Task, 2015, p. 78-83
Song, Yangqiu; Peng, Haoruo; Kordjamshidi, Parisa; Sammons, Mark; Roth, Dan Conference paper
Incorporating World Knowledge to Document Clustering via Heterogeneous Information Networks
Proceeding: KDD '15 Proceedings of the 21th ACM SIGKDD International Conference on Knowledge Discovery and Data Mining, New York, NY, USA : ACM, 2015, p. 1215-1224
Wang, Chenguang; Song, Yangqiu; El-Kishky, Ahmed; Roth, Dan; Zhang, Ming; Han, Jiawei Conference paper
Knowsim: A Document Similarity Measure on Structured Heterogeneous Information Networks
2015 IEEE International Conference on Data Mining (ICDM), The Institute of Electrical and Electronics Engineers, 2015, p. 1015-1020
Wang, Chenguang; Song, Yangqiu; Li, Haoran; Zhang, Ming; Han, Jiawei Conference paper
Microblog Sentiment Classification with Contextual Knowledge Regularization
Proceedings of the AAAI Conference on Artificial Intelligence, v. 29, (1), 2015, article number 9503, p. 2332-2338
Wu, Fangzhao; Song, Yangqiu; Huang, Yongfeng Conference paper
Open Domain Short Text Conceptualization: A Generative+ Descriptive Modeling Approach
Proceedings of the Twenty-Fourth International Joint Conference on Artificial Intelligence (IJCAI 2015), Edited by Qiang Yang and Michael Wooldridge. Palo Alto, California, USA : AAAI Press; International Joint Conferences on Artificial Intelligence, 2015, p. 3820-3826
Song, Yangqiu; Wang, Shusen; Wang, Haixun Conference paper
Semantic-based Recommendation across Heterogeneous Domains
Proceedings: 15th IEEE International Conference on Data Mining (ICDM 2015), Editors: Charu Aggarwal, Zhi-Hua Zhou, Alexander Tuzhilin, Hui Xiong, and Xindong Wu. The Institute of Electrical and Electronics Engineers, Inc., 2015, p. 1075-1080
Yang, Deqing; Xiao, Yanghua; Song, Yangqiu; Wang, Wei Conference paper
Transitive Transfer Learning
Proceedings of the ACM SIGKDD International Conference on Knowledge Discovery and Data Mining, v. 2015-August, August 2015, p. 1155-1164
Tan, Ben; Song, Yangqiu; Zhong, Erheng; Yang, Qiang Conference paper
Unsupervised Sparse Vector Densification for Short Text Similarity
NAACL HLT 2015 - 2015 Conference of the North American Chapter of the Association for Computational Linguistics: Human Language Technologies, Proceedings of the Conference, The Association for Computational Linguistics, 2015, p. 1275-1280
Song, Yangqiu; Roth, Dan Conference paper
User-directed Non-disruptive Topic Model Update for Effective Exploration of Dynamic Content
Proceedings of the 20th International Conference on Intelligent User Interfaces, New York, NY, USA : ACM , 2015, p. 158-168
Yang, Yi; Pan, Shimei; Song, Yangqiu; Lu, Jie; Topkara, Mercan Conference paper

2014 8

Brief Survey of Crowdsourcing for Data Mining
Expert Systems with Applications, v. 41, (17), December 2014, p. 7987-7994
Xintong, Guo; Hongzhi, Wang; Song, Yangqiu; Hong, Gao Article
Semantic Multi-Dimensional Scaling for Open-Domain Sentiment Analysis
IEEE Intelligent Systems, v. 29, (2), 2014, article number 6383145, p. 44-51
Cambria, Erik; Song, Yangqiu; Wang, Haixun; Howard, Newton Article
Semiparametric preference learning
Tsinghua Science and Technology, v. 19, (3), 2014, article number 6838196, p. 257-264
Zhen, Yi; Song, Yangqiu; Yeung, Dityan Article
On Dataless Hierarchical Text Classification
Proceedings of the AAAI Conference on Artificial Intelligence, v. 28, (1), 2014, article number 8938, p. 1579-1585
Song, Yangqiu; Roth, Dan Conference paper
Overview of UI-CCG Systems for Event Argument Extraction, Entity Discovery and Linking, and Slot Filler Validation
Text Analysis Conference 2014, USA, 2014
Sammons, Mark; Song, Yangqiu; Wang, Ruichen; Kundu, Gourab; Tsai, Chen-Tse; Upadhyay, Shyam; Ancha, Siddarth; Mayhew, Stephen; Roth, Dan Conference paper
Scalable heterogeneous translated hashing
Proceedings of the 20th ACM SIGKDD international conference on Knowledge discovery and data mining, 2014, p. 791-800
Wei, Ying; Song, Yangqiu; Zhen, Yi; Liu, Bo; Yang, Qiang Conference paper
Tag Propagation Based Recommendation across Diverse Social Media
WWW '14 Companion: Proceedings of the 23rd International Conference on World Wide Web, New York, NY, USA : ACM, 2014, p. 407-408
Yang, Deqing; Xiao, Yanghua; Song, Yangqiu; Zhang, Junjun; Zhang, Kezun; Wang, Wei Conference paper
Transfer Understanding from Head Queries to Tail Queries
Proceedings of the 23rd ACM International Conference on Conference on Information and Knowledge Management, New York, NY, USA : ACM, 2014, p. 1299-1308
Song, Yangqiu; Haixun wang,; Chen, Weizhu; Wang, Shusen Conference paper

2013 6

Constrained text coclustering with supervised and unsupervised constraints
IEEE Trans. On Knowledge and Data Engineering, v. 25, (6), June 2013, p. 1227-1239
Song, Yangqiu; Pan, Shimei; Liu, Shixia; Wei, Furu; Zhou, Michelle X.; Qian, Weihong Article
Collaborative Boosting for Activity Classification in Microblogs
Proceedings of the 19th ACM SIGKDD International Conference on Knowledge Discovery and Data Mining, New York, NY, USA : ACM, 2013, p. 482-490
Song, Yangqiu; Lu, Zhengdong; Leung, Cane Wing Ki; Yang, Qiang Conference paper
Identifying Users’ Topical Tasks in Web Search
Proceedings of the sixth ACM International Conference on Web Search and Data Mining, New York, NY, USA : ACM, 2013, p. 93-102
Hua, Wen; Song, Yangqiu; Wang, Haixun; Zhou, Xiaofang Conference paper
Lead-lag Analysis via Sparse Co-projection in Correlated Text Streams
International Conference on Information and Knowledge Management, Proceedings, 2013, p. 2069-2078
Wu, Fangzhao; Song, Yangqiu; Liu, Shixia; Huang, Yongfeng; Liu, Zhenyu Conference paper
Mining Evolutionary Multi-Branch Trees from Text Streams
Proceedings of the ACM SIGKDD International Conference on Knowledge Discovery and Data Mining, v. Part F128815, August 2013, article number 2487603, p. 722-730
Wang, Xiting; Liu, Shixia; Song, Yangqiu; Guo, Baining Conference paper
Optimizing Temporal Topic Segmentation for Intelligent Text Visualization
International Conference on Intelligent User Interfaces, Proceedings IUI, 2013, p. 339-349
Pan, Shimei; Zhou, Michelle; Song, Yangqiu; Qian, Weihong; Wang, Fei; Liu, Shixia Conference paper

2012 4

A Survey on Topic-Based Visual Text Analytics (In Chinese)
Journal of Computer-Aided Design and Computer Graphics, v. 24, (10), 2012, p. 1266-1272
Wu, Yingcai; Cui, Weiwei; Song, Yangqiu; Chen, Yang; Liu, Shixia Article
ImageHive: Interactive content-aware image summarization
IEEE Computer Graphics and Applications, v. 32, (1), 2012, article number 6051407, p. 46-55
Tan, Li; Song, Yangqiu; Liu, Shixia; Xie, Lexing Article
TIARA: Interactive, Topic-based Visual Text Summarization and Analysis
ACM Transactions on Intelligent Systems and Technology, v. 3, (2), 2012, February, Article number 25
Liu, Shixia; Zhou, Michelle X.; Pan, Shimei; Song, Yangqiu; Qian, Weihong; Cai, Weijia; Lian, Xiaoxiao Article
Automatic Taxonomy Construction from Keywords
Proceedings of the ACM SIGKDD International Conference on Knowledge Discovery and Data Mining, 2012, p. 1433-1441
Liu, Xueqing; Song, Yangqiu; Liu, Shixia; Wang, Haixun Conference paper

2011 5

Large-scale Spectral Clustering with MapReduce and MPI
Scaling up Machine Learning: Parallel and Distributed Approaches, 2011, Jan, p. 240-261
Chen, Wen-Yen; Song, Yangqiu; Bai, Hongjie; Lin, Chih-Jen; Chang, Edward Article
Parallel Spectral Clustering in Distributed Systems
IEEE Transactions on Pattern Analysis and Machine Intelligence, v. 33, (3), 2011, Article number 5444877, p. 568-586
Chen, Wen-Yen; Song, Yangqiu; Bai, Hongjie; Lin, Chih-Jen; Chang, Edward Article
A Common and Common Sense Knowledge Base for Opinion Mining
Proceedings - IEEE International Conference on Data Mining, ICDM, 2011, Article number 6137396, p. 315-322
Cambria, Erik; Song, Yangqiu; Wang, Haixun; Isanette, Amir Hussain. Conference paper
Short Text Conceptualization using a Probabilistic Knowledgebase
IJCAI International Joint Conference on Artificial Intelligence, 2011, p. 2330-2336
Song, Yangqiu; Wang, Haixun; Wang, Zhongyuan; Li, Hongsong; Chen, Weizhu Conference paper
Tracking and Connecting Topics via Incremental Hierarchical Dirichlet Processes
Proceedings - IEEE International Conference on Data Mining, ICDM, 2011, Article number 6137314, p. 1056-1061
Gao, Zekai J.; Song, Yangqiu; Liu, Shixia; Wang, Haixun; Wei, Hao; Cui, Weiwei; Chen, Yang Conference paper

2010 6

Boosting with Pairwise Constraints
Neurocomputing, v. 73, (4-6), 2010, January, p. 908-919
Zhang, Changshui; Cai, Qutang; Song, Yangqiu Article
Constrained Co-clustering for Textual Documents
Proceedings of the National Conference on Artificial Intelligence, v. 1, 2010, p. 581-586
Song, Yangqiu; Pan, Shimei; Liu, Shixia; Wei, Furu; Zhou, Michelle X.; Qian, Weihong Conference paper
Evolutionary hierarchical Dirichlet processes for multiple correlated time-varying corpora
Proceedings of the ACM SIGKDD International Conference on Knowledge Discovery and Data Mining, July 2010, p. 1079-1088
Zhang, Jianwen; Song, Yangqiu; Zhang, Changshui; Liu, Shixia Conference paper
Homotopy Regularization for Boosting
Proceedings - IEEE International Conference on Data Mining, ICDM, 2010, Article number 5694094, p. 1115-1120
Song, Yangqiu; Wang, Zheng; Zhang, Changshui Conference paper
Tag Propagation Based Recommendation across Diverse Social Media
ACM SIGKDD International Conference on Knowledge Discovery and Data Mining (KDD), 2010.
Liu, Shixia; Song, Yangqiu; Wei, Furu; Pan, Shimei; Zhou, Michelle X.; Qian, Weihong; Shi, Lei; Zhang, Qiang; Tan, Li Conference paper
TIARA: A Visual Exploratory Text Analytic System
Proceedings of the ACM SIGKDD International Conference on Knowledge Discovery and Data Mining, July 2010, p. 153-162
Wei, Furu; Liu, Shixia; Song, Yangqiu; Pan, Shimei; Zhou, Michelle X.; Qian, Weihong; Shi, Lei; Tan, Li; Zhang, Qiang Conference paper

2009 8

Extracting the Optimal Dimensionality for Local Tensor Discriminant Analysis
Pattern Recognition, v. 42, (1), 2009, January, p. 105-114
Nie, Feiping; Xiang, Shiming; Song, Yangqiu; Zhang, Changshui Article
Nonlinear Dimensionality Reduction with Relative Distance Comparison
Neurocomputing, v. 72, (7-9), 2009, March, p. 1719-1731
Zhang, Chunxia; Xiang, Shiming; Nie, Feiping; Song, Yangqiu Article
Orthogonal Locality Minimizing Globality Maximizing Projections for Feature Extraction
Optical Engineering, v. 48, (1), 2009, Article number 017202
Nie, Feiping; Xiang, Shiming; Song, Yangqiu; Zhang, Changshui Article
Semi-Supervised Discriminative Classification with Application to Tumorous Tissues Segmentation of MR Brain Images
Pattern Analysis and Applications, v. 12, (2), 2009, June, p. 99-115
Song, Yangqiu; Zhang, Changshui; Lee, Jianguo; Wang, Fei; Xiang, Shiming; Zhang, Dan Article
Efficient active learning with boosting
Proceedings of the 2009 SIAM International Conference on Data Mining, 2009, p. 1232-1243
Wang, Zheng; Song, Yangqiu; Zhang, Changshui Conference paper
Knowledge transfer on hybrid graph
Proceedings of the 21st International Joint Conference on Artificial Intelligence, 2009, p. 1291-1296
Wang, Zheng; Song, Yangqiu; Zhang, Changshui Conference paper
On-line Evolutionary Exponential Family Mixture
IJCAI International Joint Conference on Artificial Intelligence, 2009, p. 1610-1615
Zhang, Jianwen; Song, Yangqiu; Chen, Gang; Zhang, Changshui Conference paper
Topic and Keyword Re-ranking for LDA-based Topic Modeling
International Conference on Information and Knowledge Management, Proceedings, 2009, p. 1757-1760
Song, Yangqiu; Pan, Shimei; Liu, Shixia; Zhou, Michelle X.; Qian, Weihong Conference paper

2008 13

A unified framework for semi-supervised dimensionality reduction
Pattern Recognition, v. 41, (9), 2008, p. 2789-2799
Song, Yangqiu; Nie, Feiping; Zhang, Changshui; Xiang, Shiming Article
Content Based Information Fusion for Semi-Supervised Music Genre Classification
IEEE Transactions on Multimedia, v. 10, (1), 2008, January, p. 145-152
Song, Yangqiu; Zhang, Changshui Article
Contour Graph Based Human Tracking and Action Sequence Recognition
Pattern Recognition, v. 41, (12), 2008, p. 3653–3664
Xiang, Shiming; Nie, Feiping; Song, Yangqiu; Zhang, Changshui Article
Semi-supervised Gaussian random field transduction and induction
Frontiers of Electrical and Electronic Engineering in China, v. 3, (1), Jan 2008, p. 1-9
Song, Yabgqiu; Lee, Jianguo; Zhang, Changshui; Xiang, Shiming Article
Semi-Supervised Sub-Manifold Discriminant Analysis
Pattern Recognition Letters, v. 29, (13), 2008, October, p. 1806-1813
Song, Yangqiu; Nie, Feiping; Zhang, Changshui Article
Active Model Selection in Graph-Based Semi-Supervised Learning
2008 IEEE International Conference on Acoustics, Speech and Signal Processing - Proceedings, 2008, article number 4518001, p. 1881-1884
Zhao, Bin; Wang, Fei; Zhang, Changshui; Song, Yangqiu Conference paper
Cost Sensitive Boosting Algorithms as Gradient Descent
ICASSP, IEEE International Conference on Acoustics, Speech and Signal Processing - Proceedings, 2008, Article number 4518033, p. 2009-2012
Cai, Qutang; Song, Yangqiu; Zhang, Changshui Conference paper
Parallel Spectral Clustering
Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics), v. 5212, (2), 2008, p. 3890
Song, Yangqiu; Chen, Wen-Yen; Bai, Hongjie; Lin, Chih-Jen; Chang, Edward Conference paper
Parallel Spectral Clustering Algorithm forLarge-Scale Community Data Mining
WWW workshop on Social Web Search and Mining (SWSM), 2008
Miao, Gengxin; Song, Yangqiu; Zhang, Dong; Bai, Hongjie Conference paper
Semi-Supervised Dimensionality Reduction for Image Retrieval
Proceedings of SPIE - The International Society for Optical Engineering, v. 6822, 2008, Article number 682225
Zhang, Bin; Song, Yangqiu; Yin, Wenjun; Xie, Ming; Dong, Jin; Zhang, Changshui Conference paper
Semi-Supervised Multi-label Learning by Solving a Sylvester Equation
Society for Industrial and Applied Mathematics - 8th SIAM International Conference on Data Mining 2008, Proceedings in Applied Mathematics 130, v. 1, 2008, p. 410-419
Chen, Gang; Song, Yangqiu; Wang, Fei; Zhang, Changshui Conference paper
Semi-supervised Ranking Aggregation
Proceedings of the 17th ACM Conference on Information and Knowledge Management, Oct 2008, p. 1427-1428
Chen, Shouchun; Wang, Fei; Song, Yangqiu; Zhang, Changshui Conference paper
Transferred Dimensionality Reduction
Lecture Notes in Computer Science, v. 5212, 2008, p. 550-565
Wang, Zheng; Song, Yangqiu; Zhang, Changshui Conference paper

2007 8

Semi-Supervised Additive Logistic Regression: A Gradient Descent Solution
Tsinghua Science and Technology, v. 12, (6), 2007, December, p. 638-646
Song, Yangqiu; Cai, Qutang; Nie, Feiping; Zhang, Changshui Article
A Supervised Method to Chart Multiple Manifolds
ACCV Workshop on Subspace, 2007
Zhang, Dan; Song, Yangqiu; Qiao, Qifeng; Shi, Zhenwei; Zhang, Changshui Conference paper
Embedding New Data Points for Manifold Learning via Coordinate Propagation
Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics), v. 4426, 2007, p. 332-343
Xiang, Shiming; Nie, Feiping; Song, Yangqiu; Zhang, Changshui; Zhang, Chunxia Conference paper
Extracting the Optimal Dimensionality for Discriminant Analysis
ICASSP, IEEE International Conference on Acoustics, Speech and Signal Processing - Proceedings, v. 2, April 2007, article number 4217484, p. 617-620
Nie, Feiping; Xiang, Shiming; Song, Yangqiu; Zhang, Changshui Conference paper
Localized Content-Based Image Retrieval using Semi-Supervised Multiple Instance Learning
Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics), v. 4843, (1), 2007, p. 180-188
Zhang, Dan; Shi, Zhenwei; Song, Yangqiu; Zhang, Changshui Conference paper
Optimal Dimensionality Discriminant Analysis and Its Application to Image Recognition
Proceedings of the IEEE Computer Society Conference on Computer Vision and Pattern Recognition, 2007, Article number 4270409
Nie, Feiping; Xiang, Shiming; Song, Yangqiu; Zhang, Changshui Conference paper
Ranking with Semi-Supervised Distance Metric Learning and Its Application to Housing Potential Estimation
International Conference on Information and Knowledge Management, Proceedings, 2007, p. 975-978
Song, Yangqiu; Zhang, Bin; Yin, Wenjun; Zhang, Changshui; Dong, Jin Conference paper
Semi-Supervised Music Genre Classification
ICASSP, IEEE International Conference on Acoustics, Speech and Signal Processing - Proceedings, v. 2, 2007, Article number 4217512, p. II729-II732
Song, Yangqiu; Zhang, Changshui; Xiang, Shiming Conference paper

2006 2

A Discriminative Method for Semi-Automated Tumorous Tissues Segmentation of MR Brain Images
Proceedings of the IEEE Computer Society Conference on Computer Vision and Pattern Recognition, v. 2006, 2006, Article number 1640520
Song, Yangqiu; Zhang, Changshui; Lee, Jianguo; Wang, Fei Conference paper
Graph Based Multi-Class Semi-Supervised Learning using Gaussian Process
Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics), v. 4109, 2006, p. 450-458
Song, Yangqiu; Zhang, Changshui; Lee, Jianguo Conference paper

2005 1

New Boosting Methods of Gaussian Processes for Regression
Proceedings of the International Joint Conference on Neural Networks, v. 2, 2005, Article number 1556014, p. 1142-147
Song, Yangqiu; Zhang, Changshui Conference paper


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Article 5

Ranking Users in Social Networks with Motif-Based PageRank
IEEE Transactions on Knowledge and Data Engineering, v. 33, (5), May 2021, article number 8897608, p. 2179-2192
Zhao, Huan; Xu, Xiaogang; Song, Yangqiu; Lee, Dik Lun; Chen, Zhao; Gao, Han
RWNE: A scalable random-walk-based network embedding framework with personalized higher-order proximity preserved
Journal of Artificial Intelligence Research, v. 71, June 2021, p. 237-263
Li, Jianxin; Ji, Cheng; Peng, Hao; He, Yu; Song, Yangqiu; Zhang, Xinmiao; Peng, Fanzhang
Side Information Fusion for Recommender Systems over Heterogeneous Information Network
ACM Transactions on Knowledge Discovery from Data, v. 15, (4), June 2021, article number 60, p. 1-32
Zhao, Huan; Yao, Quanming; Song, Yangqiu; Kwok, Tin Yau; Lee, Dik Lun
Social explorative attention based recommendation for content distribution platforms
Data Mining and Knowledge Discovery, v. 35, (2), March 2021, p. 533-567
Xiao, Wenyi; Zhao, Huan; Pan, Haojie; Song, Yangqiu; Zheng, Vincent W.; Yang, Qiang
Streaming Social Event Detection and Evolution Discovery in Heterogeneous Information Networks
ACM Transactions on Knowledge Discovery from Data, v. 15, (5), June 2021, article number 89, p. 1-33
Peng, Hao; Li, Jianxin; Song, Yangqiu; Yang, Renyu; Ranjan, Rajiv; Yu, Philip S.; He, Lifang

Conference paper 12

Differentially Private Federated Knowledge Graphs Embedding
International Conference on Information and Knowledge Management, Proceedings, October 2021, p. 1416-1425
Peng, Hao; Li, Haoran; Song, Yangqiu; Zheng, Vincent; Li, Jianxin
DISCOS: Bridging the Gap between Discourse Knowledge and Commonsense Knowledge
WWW '21: Proceedings of the Web Conference 2021, New York, NY, United States : Association for Computing Machinery, 2021, p. 2648-2659
Fang, Tianqing; Zhang, Hongming; Wang, Weiqi; Song, Yangqiu; He, Bin
Exploring Discourse Structures for Argument Impact Classification
ACL-IJCNLP 2021 - 59th Annual Meeting of the Association for Computational Linguistics and the 11th International Joint Conference on Natural Language Processing, Proceedings of the Conference, v. 1, 2021, p. 3958-3969
Liu, Xin; Ou, Jiefu; Song, Yangqiu; Jiang, Xin
Fair Representation Learning for Heterogeneous Information Networks
Proceedings of the Fifteenth International AAAI Conference on Web and Social Media, v. 15, (1), May 2021, p. 877-887
Zeng, Ziqian; Islam, Rashidul; Keya, Kamrun Naher; Foulds, James; Song, Yangqiu; Pan, Shimei
Joint Coreference Resolution and Character Linking for Multiparty Conversation
Proceedings of the 16th Conference of the European Chapter of the Association for Computational Linguistics: Main Volume / Paola Merlo, Jorg Tiedemann, Reut Tsarfaty (Editors). Stroudsburg, USA : Association for Computational Linguistics, 2021, p. 539-548
Bai, Jiaxin; Zhang, Hongming; Song, Yangqiu; Xu, Kun
Learning Contextual Causality between Daily Events from Time-Consecutive Images
IEEE Computer Society Conference on Computer Vision and Pattern Recognition Workshops, June 2021, p. 1752-1755
Zhang, Hongming; Huo, Yintong; Zhao, Xinran; Song, Yangqiu; Roth, Dan
Multi-Relational Graph based Heterogeneous Multi-Task Learning in Community Question Answering
International Conference on Information and Knowledge Management, Proceedings, October 2021, p. 1038-1047
Lin, Zizheng; Ke, Haowen; Wong, Ngo Yin; Bai, Jiaxin; Song, Yangqiu; Zhao, Huan; Ye, Junpeng
Neural PathSim for Inductive Similarity Search in Heterogeneous Information Networks
CIKM '21: Proceedings of the 30th ACM International Conference on Information & Knowledge Management / Association for Computing Machinery. New York : Association for Computing Machinery, 2021, p. 2201-2210
Xiao, Wenyi; Zhao, Huan; Zheng, Vincent W.; Song, Yangqiu
Probing Toxic Content in Large Pre-trained Language Models
Proceedings of the 59th Annual Meeting of the Association for Computational Linguistics and the 11th International Joint Conference on Natural Language Processing, v. 1, 2021, p. 4262-4274
Ousidhoum, Nedjma Djouhra; Zhao, Xinran; Fang, Tianqing; Song, Yangqiu; Yeung, Dit Yan
Semantic-Specific Hierarchical Alignment Network for Heterogeneous Graph Adaptation
Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics), v. 12976 LNAI, 10 September 2021, p. 335-350
Zhuang, YuanXin; Shi, Chuan; Yang, Cheng; Zhuang, Fuzhen; Song, Yangqiu
Ultra-Fine Entity Typing with Weak Supervision from a Masked Language Model
Proceedings of the 59th Annual Meeting of the Association for Computational Linguistics and the 11th International Joint Conference on Natural Language Processing (Volume 1: Long Papers), v. 1, 2021, p. 1790-1799
Dai, Hongliang; Song, Yangqiu; Wang, Haixun
Variational Weakly Supervised Sentiment Analysis with Posterior Regularization
Proceedings of the 16th Conference of the European Chapter of the Association for Computational Linguistics: Main Volume / Paola Merlo, Jorg Tiedemann, Reut Tsarfaty (Editors). Stroudsburg, USA : Association for Computational Linguistics, 2021, p. 3259-3268
Zeng, Ziqian; Song, Yangqiu


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Article 3

Event detection and evolution in multi-lingual social streams
Frontiers of Computer Science, v. 14, (5), October 2020, article number 145612
Liu, Yaopeng; Peng, Hao; Li, Jianxin; Song, Yangqiu; Li, Xiong
Find truth in the hands of the few: acquiring specific knowledge with crowdsourcing
Frontiers of Computer Science, v. 15, (4), 2 October 2020, article number 154315
Han, Tao; Sun, Hailong; Song, Yangqiu; Fang, Yili; Liu, Xudong
Special Issue on Data-Driven Personality Modeling for Intelligent Human-Computer Interaction
ACM Transactions on Interactive Intelligent Systems, v. 10, (3), November 2020, article number 3402522
Pan, Shimei; Brdiczka, Oliver; Kleinsmith, Andrea; Song, Yangqiu

Conference paper 14

A Chinese corpus for fine-grained entity typing
Proceedings of the 12th Language Resources and Evaluation Conference / Editoted by Nicoletta Calzolari, Frédéric Béchet, Philippe Blache...etc.. Marseille, France : European Language Resources Association, 2020, p. 4451-4457
Lee, Chin; Dai, Hongliang; Song, Yangqiu; Li, Xin
Analogous Process Structure Induction for Sub-event Sequence Prediction
Proceedings of the Conference on Empirical Methods in Natural Language Processing (EMNLP), v. 202, November 2020, p. 1541-1550
Zhang, Hongming; Chen, Muhao; Wang, Haoyu; Song, Yangqiu; Roth, Dan
ASER: A Large-scale Eventuality Knowledge Graph
The Web Conference 2020 - Proceedings of the World Wide Web Conference, WWW 2020 / Editors: Yennun Huang, Irwin King, Tie-Yan Liu, Maarten van Steen.. New York, NY, USA : ACM, 2020, p. 201-211
Zhang, Hongming; Liu, Xin; Pan, Haojie; Song, Yangqiu; Leung, Wingki
Comparative Evaluation of Label-Agnostic Selection Bias in Multilingual Hate Speech Datasets
Proceedings of the Conference on Empirical Methods in Natural Language Processing (EMNLP), November 2020, p. 2532-2542
Ousidhoum, Nedjma Djouhra; Song, Yangqiu; Yeung, Dit Yan
Enriching Large-Scale Eventuality Knowledge Graph with Entailment Relations
Automated Knowledge Base Construction, AKBC 2020, Irvine, CA, USA, 22-24 June 2020
Yu, Changlong; Zhang, Hongming; Song, Yangqiu; Ng, Wilfred Siu Hung; Shang, Lifeng
Exploiting Semantic Relations for Fine-grained Entity Typing
2nd Conference on Automated Knowledge Base Construction, AKBC 2020, Irvine, CA, USA, 22-24 June 2020
Dai, Hongliang; Song, Yangqiu; Li, Xin
Fisher Deep Domain Adaptation
Proceedings of the 2020 SIAM International Conference on Data Mining / Editor(s): Carlotta Demeniconi and Nitesh Chawla. Philadelphia, USA : Society for Industrial and Applied Mathematics, 2020, p. 469-477
Zhang, Yinghua; Zhang, Yu; Wei, Ying; Bai, Kun; Song, Yangqiu; Yang, Qiang
Neural Subgraph Isomorphism Counting
Proceedings of the ACM SIGKDD International Conference on Knowledge Discovery and Data Mining, 23 August 2020, p. 1959-1969
Liu, Xin; Pan, Haojie; He, Mutian; Song, Yangqiu; Jiang, Xin; Shang, Lifeng
On the Importance of Word and Sentence Representation Learning in Implicit Discourse Relation Classification
Proceedings of the Twenty-Ninth International Joint Conference on Artificial Intelligence, v. 2021, January 2020, p. 3830-3836
Liu, Xin; Ou, Jiefu; Song, Yangqiu; Jiang, Xin
Peer-inspired Student Performance Prediction in Interactive Online Question Pools with Graph Neural Network
CIKM '20: Proceedings of the 29th ACM International Conference on Information & Knowledge Management / Association for Computing Machinery. New York, United States : Association for Computing Machinery, 2020, p. 2589-2596
Li, Haotian; Wei, Huan; Wang, Yong; Song, Yangqiu; Qu, Huamin
Recent Advances on Graph Analytics and Its Applications in Healthcare
Proceedings of the ACM SIGKDD International Conference on Knowledge Discovery and Data Mining, 23 August 2020, p. 3545-3546
Wang, Fei; Cui, Peng; Pei, Jian; Song, Yangqiu; Zang, Chengxi
Two Sides of the Same Coin: White-box and Black-box Attacks for Transfer Learning
Proceedings of the ACM SIGKDD International Conference on Knowledge Discovery and Data Mining, 23 August 2020, p. 2989-2997
Zhang, Yinghua; Song, Yangqiu; Liang, Jian; Bai, Kun; Yang, Qiang
Vertex-reinforced Random Walk for Network Embedding
Proceedings of the 2020 SIAM International Conference on Data Mining / Editor(s): Carlotta Demeniconi and Nitesh Chawla. Philadelphia, USA : Society for Industrial and Applied Mathematics, 2020, p. 595-603
Xiao, Wenyi; Huan, Zhao; Zheng, Vincent W.; Song, Yangqiu
When Hearst Is not Enough: Improving Hypernymy Detection from Corpus with Distributional Models
Proceedings of the Conference on Empirical Methods in Natural Language Processing (EMNLP), November 2020, p. 6208-6217
Yu, Changlong; Han, Jialong; Wang, Peifeng; Song, Yangqiu; Zhang, Hongming; Ng, Wilfred Siu Hung; Shi, Shuming


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Article 1

Toward Any-language Zero-shot Topic Classification of Textual Documents
Artificial Intelligence, v. 274, September 2019, p. 133-150
Song, Yangqiu; Upadhyay, Shyam; Peng, Haoruo; Mayhew, Stephen; Roth, Dan

Conference paper 17

A Variational Approach to Weakly Supervised Document-Level Multi-Aspect Sentiment Classification
Proceedings of the 2019 Conference of the North American Chapter of the Association for Computational Linguistics: Human Language Technologies, June 2019, p. 386-396
Zeng, Ziqian; Zhou, Wenxuan; Liu, Xin; Song, Yangqiu
Beyond Personalization: Social Content Recommendation for Creator Equality and Consumer Satisfaction
Proceedings of the ACM SIGKDD International Conference on Knowledge Discovery and Data Mining, July 2019, p. 235-245
Xiao, Wenyi; Zhao, Huan; Pan, Haojie; Song, Yangqiu; Zheng, Vincent W.; Yang, Qiang
CogcompnLP: Your Swiss army knife for NLP
LREC 2018 - 11th International Conference on Language Resources and Evaluation, 2019, p. 541-549
Khashabi, Daniel; Sammons, Mark; Zhou, Ben; Redman, Tom; Christodoulopoulos, Christos E.; Srikumar, Vivek; Rizzolo, Nicholas; Luo, Lev Ratinov Guanheng; Do, Quang; Tsai, Chentse; Roy, Subhro; Mayhew, Stephen; Feng, Zhili; Wieting, John; Yu, Xiaodong; Song, Yangqiu; Gupta, Shashank; Upadhyay, Shyam; Arivazhagan, Naveen; Ning, Qiang; Ling, Shaoshi; Roth, Dan
Efficient Path Prediction for Semi-supervised and Weakly Supervised Hierarchical Text Classification
The Web Conference 2019 - Proceedings of the World Wide Web Conference, WWW 2019, May 2019, p. 3370-3376
Xiao, Huiru; Liu, Xin; Song, Yangqiu
Fine-grained Event Categorization With Heterogeneous Graph Convolutional Networks
IJCAI International Joint Conference on Artificial Intelligence, v. 2019-August, 2019, p. 3238-3245
Peng, Hao; Li, Jianxin; Gong, Qiran; Song, Yangqiu; Ning, Yuanxing; Lai, Kunfeng; Yu, P.S.
HetespaceyWalk: A Heterogeneous Spacey Random Walk for Heterogeneous Information Network Embedding
Proceedings of the 28th ACM International Conference on Information & Knowledge Management (CIKM '19), November 2019, p. 639-648
He, Yu; Song, Yangqiu; Li, Jianxin; Ji, Cheng; Peng, Jian; Peng, Hao
Hyper-Path-Based Representation Learning for Hyper-Networks
Proceedings of the 28th ACM International Conference on Information & Knowledge Management (CIKM '19), November 2019, p. 449-458
Huang, Jie; Liu, Xin; Song, Yangqiu
Improving Fine-grained Entity Typing with Entity Linking
Proceedings of the 2019 Conference on Empirical Methods in Natural Language Processing and the 9th International Joint Conference on Natural Language Processing (EMNLP-IJCNLP) / edited by Kentaro Inui, Jing Jiang, Vincent Ng, Xiaojun Wan. Association for Computational Linguistics, 2019, p. 6210-6215
Dai, Hongliang; Du, Donghong; Li, Xin; Song, Yangqiu
Incorporating Context and External Knowledge for Pronoun Coreference Resolution
Proceedings of the 2019 Conference of the North American Chapter of the Association for Computational Linguistics: Human Language Technologies, v. 1, 2019, p. 872-881
Zhang, Hongming; Song, Yan; Song, Yangqiu
Knowledge-aware Pronoun Coreference Resolution
Proceedings of the 57th Annual Meeting of the Association for Computational Linguistics / Anna Korhonen, David Traum, Lluís Màrquez (Editors). Stroudsburg, USA : Association for Computational Linguistics, 2019, p. 867-876
Zhang, Hongming; Song, Yan; Song, Yangqiu; Yu, Dong
Motif Enhanced Recommendation Over Heterogeneous Information Network
Proceedings of the 28th ACM International Conference on Information & Knowledge Management (CIKM '19), November 2019, p. 2189-2192
Zhao, Huan; Zhou, Yingqi; Song, Yangqiu; Lee, Dik Lun
Multilingual and Multi-Aspect Hate Speech Analysis
EMNLP-IJCNLP 2019 - 2019 Conference on Empirical Methods in Natural Language Processing and 9th International Joint Conference on Natural Language Processing, Proceedings of the Conference, 2019, p. 4675-4684
Ousidhoum, Nedjma Djouhra; Lin, Zizheng; Zhang, Hongming; Song, Yangqiu; Yeung, Dit Yan
Multiplex Word Embeddings for Selectional Preference Acquisition
EMNLP-IJCNLP 2019 - 2019 Conference on Empirical Methods in Natural Language Processing and 9th International Joint Conference on Natural Language Processing, Proceedings of the Conference, 2020, p. 5246-5255
Zhang, Hongming; Bai, Jiaxin; Song, Yan; Xu, Kun; Yu, Changlong; Song, Yangqiu; Ng, Siu Hung; Yu, Dong
Neural Aspect and Opinion Term Extraction with Mined Rules as Weak Supervision
Proceedings of the 57th Annual Meeting of the Association for Computational Linguistics / Anna Korhonen, David Traum, Lluís Màrquez (Editors). Stroudsburg, USA : Association for Computational Linguistics, 2019, p. 5268-5277
Dai, Hongliang; Song, Yangqiu
Relation Discovery with Out-of-Relation Knowledge Base as Supervision
Proceedings of NAACL-HLT, v. 2019, June 2019, p. 3280-3290
Liang, Yan; Liu, Xin; Zhang, Jianwen; Song, Yangqiu
SP-10K: A Large-scale Evaluation Set for Selectional Preference Acquisition
Proceedings of the 57th Annual Meeting of the Association for Computational Linguistics / Anna Korhonen, David Traum, Lluís Màrquez (Editors). Stroudsburg, USA : Association for Computational Linguistics, 2019, p. 722-731
Zhang, Hongming; Ding, Hantian; Song, Yangqiu
What You See is What You Get: Visual Pronoun Coreference Resolution in Dialogues
EMNLP-IJCNLP 2019 - 2019 Conference on Empirical Methods in Natural Language Processing and 9th International Joint Conference on Natural Language Processing, Proceedings of the Conference, 2020, p. 5123-5132
Yu, Xintong; Zhang, Hongming; Song, Yangqiu; Song, Yan; Zhang, Changshui


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Article 2

Illinois CCG LoReHLT 2016 Named Entity Recognition And Situation Frame Systems
Machine Translation, v. 32, (1-2), June 2018, p. 91-103
Tsai, Chen Tse; Mayhew, Stephen; Song, Yangqiu; Sammons, Mark; Roth, Dan
Unsupervised Meta-path Selection for Text Similarity Measure Based on Heterogeneous Information Networks
Data Mining and Knowledge Discovery, v. 32, (6), November 2018, p. 1735-1767
Wang, Chenguang; Song, Yangqiu; Li, Haoran; Zhang, Ming; Han, Jiawei

Conference paper 12

A Distributed Solution for Winograd Schema Challenge
ICMLC 2018: Proceedings of the 2018 10th International Conference on Machine Learning and Computing / Association for Computing Machinery. New York : Association for Computing Machinery, 2018, p. 322-326
Zhang, Hongming; Song, Yangqiu
Biased random walk based social regularization for word embeddings
IJCAI International Joint Conference on Artificial Intelligence, 2018, p. 4560-4566
Zeng, Ziqian; Liu, Xin; Song, Yangqiu
Capture Commonsense Knowledge for Sentiment Analysis
Proceedings - 2018 IEEE International Conference on Big Data and Smart Computing, BigComp 2018, May 2018, article number 8367226, p. 767-770
Zhang, Hongming; Liu, Zhaoyu; Song, Yangqiu
Entity Linking within a Social Media Platform: A Case Study on Yelp
Proceedings of the 2018 Conference on Empirical Methods in Natural Language Processing (EMNLP 2018), v.2018, 2018, p. 2023-2032
Dai, Hongliang; Song, Yangqiu; Qiu, Liwei; Liu, Rijia
Large-Scale Hierarchical Text Classification with Recursively Regularized Deep Graph-CNN
The Web Conference 2018 - Proceedings of the World Wide Web Conference, WWW 2018, April 2018, p. 1063-1072
Peng, Hao; Li, Jianxin; He, Yu; Liu, Yaopeng; Bao, Mengjiao; Wnag, Lihong; Song, Yangqiu; Yang, Qiang
Make Evasion Harder: An Intelligent Android Malware Detection System
IJCAI International Joint Conference on Artificial Intelligence, v. 2018-July, 2018, p. 5279-5283
Hou, Shifu; Ye, Yanfang; Song, Yangqiu; Abdulhayoglu, Melih
MetaGAN: An Adversarial Approach to Few-Shot Learning
Advances in Neural Information Processing Systems, v.31, 2018
Zhang, Ruixiang; Che, Tong; Ghahramani, Zoubin; Bengio, Yoshua; Song, Yangqiu
Ranking Users in Social Networks with Higher-Order Structures
Proceedings of the AAAI Conference on Artificial Intelligence, v. 32, (1), 2018, article number 11285, p. 232-239
Zhao, Huan; Xu, Xiaogang; Song, Yangqiu; Lee, Dik Lun; Chen, Zhao; Gao, Han
Scalable Multiplex Network Embedding
IJCAI International Joint Conference on Artificial Intelligence, 2018, p. 3082-3088
Zhang, Hongming; Qiu, Liwei; Yi, Lingling; Song, Yangqiu
Time-evolving Text Classification With Deep Neural Networks
IJCAI International Joint Conference on Artificial Intelligence, v. 2018-July, July 2018, p. 2241-2247
He, Yu; Li, Jianxin; Song, Yangqiu; He, Mutian; Peng, Hao
Training and evaluating improved dependency-based word embeddings
Proceedings of the AAAI Conference on Artificial Intelligence, v. 32, (1), 2018, article number 12044, p. 5836-5843
Li, Chen; Li, Jianxin; Song, Yangqiu; Lin, Ziwei
What construction topics do they discuss in social media? A case study of weibo in China
Construction Research Congress 2018: Construction Information Technology / Edited by Chao Wang, Christofer Harper, Yongcheol Lee, Rebecca Harris, Charles Berryman. USA : American Society of Civil Engineers, 2018, p. 612-621
Tang, Liyaning Yaning N.; Zhang, Yiming M.; Dai, Fei; Yoon, Yoojung J.; Song, Yangqiu


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Article 1

Adaptive Result Inference for Collecting Quantitative Data With Crowdsourcing
IEEE Internet of Things Journal, v. 4, (5), October 2017, article number 7862852, p. 1389-1398
Sun, Hailong; Hu, Kefan; Fang, Yili; Song, Yangqiu

Conference paper 15

Budgeted Task Scheduling for Crowdsourced Knowledge Acquisition
International Conference on Information and Knowledge Management, Proceedings, F131841, November 2017, p. 1059-1068
Han, Tao; Sun, Hailong; Song, Yangqiu; Wang, Zizhe; Liu, Xudong
Cross-lingual Dataless Classification for Many Languages
Proceedings of the Twenty-Fifth International Joint Conference on Artificial Intelligence, p. 2901-2907
Song, Yangqiu; Upadhyay, Shyam; Peng, Haoruo; Roth, Dan
Distant Meta-path Similarities for Text-based Heterogeneous Information Networks
International Conference on Information and Knowledge Management, Proceedings, v. Part F131841, November 2017, p. 1629-1638
Wang, Chenguang; Song, Yangqiu; Li, Haoran; Sun, Yizhou; Zhang, Ming; Han, Jiawei
Document-level Multi-aspect Sentiment Classification as Machine Comprehension
EMNLP 2017 - Conference on Empirical Methods in Natural Language Processing, Proceedings, 2017, p. 2044-2054
Yin, Yichun; Song, Yangqiu; Zhang, Ming
HinDroid: An Intelligent Android Malware Detection System Based on Structured Heterogeneous Information Network
Proceeding KDD '17 Proceedings of the 23rd ACM SIGKDD International Conference on Knowledge Discovery and Data Mining, p. 1507-1515
Hou, Shifu; Ye, Yanfang; Song, Yangqiu; Abdulhayoglu, Melih
Incorporating External Knowledge into Crowd Intelligence for More Specific Knowledge Acquisition
Proceedings of the Twenty-Fifth International Joint Conference on Artificial Intelligence, p. 1541-1547
Han, Tao; Sun, Hailong; Song, Yangqiu; Fang, Yili; Liu, Xudong
Incrementally Learning the Hierarchical Softmax Function for Neural Language Models
Proceedings of the AAAI Conference on Artificial Intelligence, v. 31, (1), 2017, article number 10994, p. 3267-3273
Hao, Peng; Li, Jianxin; Song, Yangqiu; Liu, Yaopeng
Joint Embeddings of Chinese Words, Characters, and Fine-grained Subcharacter Components
EMNLP 2017 - Conference on Empirical Methods in Natural Language Processing, 2017, p. 286-291
Yu, Jinxing; Jian, Xun; Xing, Hao; Song, Yangqiu
Joint Embeddings of Chinese Words, Characters, and Fine-grained Subcharacter Components
Proceedings of the 2017 Conference on Empirical Methods in Natural Language Processing, Association for Computational Linguistics, 2017, p. 286-291
Yu, Jinxing; Jian, Xun; Xin, Hao; Song, Yangqiu
KBQA: Learning question answering over QA corpora and knowledge bases
Proceedings of the VLDB Endowment, v. 10, (5), January 2017, p. 565-576
Cui, Wanyun; Xiao, Yanghua; Wang, Haixun; Song, Yangqiu; Hwang, Seungwon; Wang, Wei
Meta-Graph Based Recommendation Fusion over Heterogeneous Information Networks
Proceedings of the 23rd ACM SIGKDD International Conference on Knowledge Discovery and Data Mining, p. 635-644
Zhao, Huan; Yao, Quanming; Li, Jianda; Song, Yangqiu; Lee, Dik Lun
Neural Twitter Sentiment Classification: a Simple Ensemble Method with Different Embeddings
Proceedings of the 11th International Workshop on Semantic Evaluations (SemEval-2017)
Yin, Yichun; Zhang, Ming; Song, Yangqiu
Semi-supervised Learning Over Heterogeneous Information Networks by Ensemble of Meta-graph Guided Random Walks
Proceedings of the Twenty-Sixth International Joint Conference on Artificial Intelligence, 2017, p. 1944-1950
Jiang, He; Song, Yangqiu; Wang, Chenguang; Zhang, Ming; Sun, Yizhou; Sun, Yizhou
Socialized Word Embeddings
IJCAI International Joint Conference on Artificial Intelligence, v. 2017, August 2017, p. 3615-3921
Zeng, Ziqian; Yin, Yichun; Song, Yangqiu; Zhang, Ming
Understanding Hidden Memories of Recurrent Neural Networks
2017 IEEE Conference on Visual Analytics Science and Technology, VAST 2017 - Proceedings, December 2018, article number 8585721, p. 13-24
Ming, Yao; Cao, Shaozu; Zhang, Ruixiang; Li, Zhen; Chen, Yuanzhe; Song, Yangqiu; Qu, Huamin


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Article 6

Heterogeneous Translated Hashing: A Scalable Solution towards Multi-modal Similarity Search
ACM Transactions on Knowledge Discovery from Data, v. 10, (4), May 2016, article number 36
Wei, Ying; Song, Yangqiu; Zhen, Yi; Liu, Bo; Yang, Qiang
Microblog Sentiment Classification with Heterogeneous Sentiment Knowledge
Information Sciences, v. 373, December 2016, p. 149-164
Wu, Fangzhao; Song, Yangqiu; Huang, Yongfeng
Structured microblog sentiment classification via social context regularization
Neurocomputing, v. 175, (A), January 2016, p. 599-609
Wu, Fangzhao; Huang, Yongfeng; Song, Yangqiu
The Stability and Usability of Statistical Topic Models
ACM Transactions on Interactive Intelligent Systems (TiiS), v. 6, (2), July 2016, article number 14, p. 1-23
Yang, Yi; Pan, Shimei; Lu, Jie; Topkara, Mercan; Song, Yangqiu
Towards Building a High-quality Microblog-specific Chinese Sentiment Lexicon
Decision Support Systems, v. 87, July 2016, p. 39-49
Wu, Fangzhao; Huang, Yongfeng; Song, Yangqiu; Liu, Shixia
World Knowledge as Indirect Supervision for Document Clustering
ACM Transactions on Knowledge Discovery from Data, v. 11, (2), December 2016, article number 13
Wang, Chenguang; Song, Yangqiu; Roth, Dan; Zhang, Ming; Han, Jiawei

Conference paper 7

Event Detection and Co-reference with Minimal Supervision
EMNLP 2016 - Conference on Empirical Methods in Natural Language Processing, Proceedings, Association for Computational Linguistics (ACL), 2016, p. 392-402
Peng, Haoruo; Song, Yangqiu; Roth, Dan
Improving Topic Model Stability for Effective Document Exploration
Proceedings of the Twenty-Fifth International Joint Conference on Artificial Intelligence (IJCAI-16), 2016, article number v. 2016-January, p. 4223-4227
Yang, Yi; Pan, Shimei; Song, Yangqiu; Lu, Jie; Topkara, Mercan
Instilling Social to Physical: Co-Regularized Heterogeneous Transfer Learning
Proceedings of the AAAI Conference on Artificial Intelligence, v. 30, (1), 2016, article number 10172, p. 1338-1344
Wei, Ying; Zhu, Yin; Leung, Cane Wing Ki; Song, Yangqiu; Yang, Qiang
RelSim: Relation Similarity Search in Schema-Rich Heterogeneous Information Networks
Proceedings of the Sixteenth SIAM International Conference on Data Mining, Sep 2016, p. 621-629
Wang, Chenguang; Sun, Yizhou; Song, Yanglei; Han, Jiawei; Song, Yangqiu; Wang, Lidan; Zhang, Ming
Text classification with heterogeneous information network kernels
Proceedings of the AAAI Conference on Artificial Intelligence, v. 30, (1), 2016, article number 10297, p. 2130-2136
Wang, Chenguang; Song, Yangqiu; Li, Haoran; Zhang, Ming; Han, Jiawei
Tracking Idea Flows between Social Groups
Proceedings of the AAAI Conference on Artificial Intelligence, v. 30, (1), 2016, article number 10163, p. 1436-1443
Zhong, Yangxin; Liu, Shixia; Wang, Xiting; Xiao, Jiannan; Song, Yangqiu
Word Embeddings with Limited Memory
54th Annual Meeting of the Association for Computational Linguistics, ACL 2016 - Long Papers, v. 2, 2016
Ling, Shaoshi; Song, Yangqiu; Roth, Dan


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Article 3

Automatic Taxonomy Construction from Keywords via Scalable Bayesian Rose Trees
IEEE Transactions on Knowledge and Data Engineering, v. 27, (7), July 2015, p. 1861-1874
Song, Yangqiu; Liu, Shixia; Liu, Xueqing; Wang, Haixun
Does Summarization Help Stock Prediction? A News Impact Analysis
IEEE Intelligent Systems, v. 30, (3), May-June 2015, p. 26-34
Li, Xiaodong; Xie, Haoran; Song, Yangqiu; Zhu, Shanfeng; Li, Qing; Wang, Fu Lee
Evolutionary Bayesian Rose Trees
IEEE Transactions on Knowledge and Data Engineering, v. 27, (6), June 2015, article number 2373384, p. 1533-1546
Liu, Shixia; Wang, Xiting; Song, Yangqiu; Guo, Baining

Conference paper 12

Combining Machine Learning and Crowdsourcing for Better Understanding Commodity Reviews
Proceedings of the AAAI Conference on Artificial Intelligence, v. 29, (1), 2015, article number 9725, p. 4220-4221
Wu, Heting; Sun, Hailong; Fang, Yili; Hu, Kefan; Xie, Yongqing; Song, Yangqiu; Liu, Xudong
Constrained Information-theoretic Tripartite Graph Clustering to Identify Semantically Similar Relations
Proceedings of the Twenty-Fourth International Joint Conference on Artificial Intelligence, Edited by Qiang Yang and Michael Wooldridge. Palo Alto, California, USA : AAAI Press; International Joint Conferences on Artificial Intelligence, 2015, p. 3882-3889
Wang, Chenguang; Song, Yangqiu; Roth, Dan; Wang, Chi; Han, Jiawei; Ji, Heng; Zhang, Ming
Illinois CCG TAC 2015 Event Nugget, Entity Discovery and Linking, and Slot Filler Validation Systems
Text Analysis Conference 2015, National Institute of Standards and Technology, Gaithersburg, Maryland, USA, 16-17 November 2015
Sammons, Mark; Peng, Haoruo; Song, Yangqiu; Upadhyay, Shyam; Tsai, Chen-Tse; Reddy, Pavankumar; Roy, Subhro; Roth, Dan
Improving a Pipeline Architecture for Shallow Discourse Parsing
Proceedings of the Nineteenth Conference on Computational Natural Language Learning - Shared Task, 2015, p. 78-83
Song, Yangqiu; Peng, Haoruo; Kordjamshidi, Parisa; Sammons, Mark; Roth, Dan
Incorporating World Knowledge to Document Clustering via Heterogeneous Information Networks
Proceeding: KDD '15 Proceedings of the 21th ACM SIGKDD International Conference on Knowledge Discovery and Data Mining, New York, NY, USA : ACM, 2015, p. 1215-1224
Wang, Chenguang; Song, Yangqiu; El-Kishky, Ahmed; Roth, Dan; Zhang, Ming; Han, Jiawei
Knowsim: A Document Similarity Measure on Structured Heterogeneous Information Networks
2015 IEEE International Conference on Data Mining (ICDM), The Institute of Electrical and Electronics Engineers, 2015, p. 1015-1020
Wang, Chenguang; Song, Yangqiu; Li, Haoran; Zhang, Ming; Han, Jiawei
Microblog Sentiment Classification with Contextual Knowledge Regularization
Proceedings of the AAAI Conference on Artificial Intelligence, v. 29, (1), 2015, article number 9503, p. 2332-2338
Wu, Fangzhao; Song, Yangqiu; Huang, Yongfeng
Open Domain Short Text Conceptualization: A Generative+ Descriptive Modeling Approach
Proceedings of the Twenty-Fourth International Joint Conference on Artificial Intelligence (IJCAI 2015), Edited by Qiang Yang and Michael Wooldridge. Palo Alto, California, USA : AAAI Press; International Joint Conferences on Artificial Intelligence, 2015, p. 3820-3826
Song, Yangqiu; Wang, Shusen; Wang, Haixun
Semantic-based Recommendation across Heterogeneous Domains
Proceedings: 15th IEEE International Conference on Data Mining (ICDM 2015), Editors: Charu Aggarwal, Zhi-Hua Zhou, Alexander Tuzhilin, Hui Xiong, and Xindong Wu. The Institute of Electrical and Electronics Engineers, Inc., 2015, p. 1075-1080
Yang, Deqing; Xiao, Yanghua; Song, Yangqiu; Wang, Wei
Transitive Transfer Learning
Proceedings of the ACM SIGKDD International Conference on Knowledge Discovery and Data Mining, v. 2015-August, August 2015, p. 1155-1164
Tan, Ben; Song, Yangqiu; Zhong, Erheng; Yang, Qiang
Unsupervised Sparse Vector Densification for Short Text Similarity
NAACL HLT 2015 - 2015 Conference of the North American Chapter of the Association for Computational Linguistics: Human Language Technologies, Proceedings of the Conference, The Association for Computational Linguistics, 2015, p. 1275-1280
Song, Yangqiu; Roth, Dan
User-directed Non-disruptive Topic Model Update for Effective Exploration of Dynamic Content
Proceedings of the 20th International Conference on Intelligent User Interfaces, New York, NY, USA : ACM , 2015, p. 158-168
Yang, Yi; Pan, Shimei; Song, Yangqiu; Lu, Jie; Topkara, Mercan


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Article 3

Brief Survey of Crowdsourcing for Data Mining
Expert Systems with Applications, v. 41, (17), December 2014, p. 7987-7994
Xintong, Guo; Hongzhi, Wang; Song, Yangqiu; Hong, Gao
Semantic Multi-Dimensional Scaling for Open-Domain Sentiment Analysis
IEEE Intelligent Systems, v. 29, (2), 2014, article number 6383145, p. 44-51
Cambria, Erik; Song, Yangqiu; Wang, Haixun; Howard, Newton
Semiparametric preference learning
Tsinghua Science and Technology, v. 19, (3), 2014, article number 6838196, p. 257-264
Zhen, Yi; Song, Yangqiu; Yeung, Dityan

Conference paper 5

On Dataless Hierarchical Text Classification
Proceedings of the AAAI Conference on Artificial Intelligence, v. 28, (1), 2014, article number 8938, p. 1579-1585
Song, Yangqiu; Roth, Dan
Overview of UI-CCG Systems for Event Argument Extraction, Entity Discovery and Linking, and Slot Filler Validation
Text Analysis Conference 2014, USA, 2014
Sammons, Mark; Song, Yangqiu; Wang, Ruichen; Kundu, Gourab; Tsai, Chen-Tse; Upadhyay, Shyam; Ancha, Siddarth; Mayhew, Stephen; Roth, Dan
Scalable heterogeneous translated hashing
Proceedings of the 20th ACM SIGKDD international conference on Knowledge discovery and data mining, 2014, p. 791-800
Wei, Ying; Song, Yangqiu; Zhen, Yi; Liu, Bo; Yang, Qiang
Tag Propagation Based Recommendation across Diverse Social Media
WWW '14 Companion: Proceedings of the 23rd International Conference on World Wide Web, New York, NY, USA : ACM, 2014, p. 407-408
Yang, Deqing; Xiao, Yanghua; Song, Yangqiu; Zhang, Junjun; Zhang, Kezun; Wang, Wei
Transfer Understanding from Head Queries to Tail Queries
Proceedings of the 23rd ACM International Conference on Conference on Information and Knowledge Management, New York, NY, USA : ACM, 2014, p. 1299-1308
Song, Yangqiu; Haixun wang,; Chen, Weizhu; Wang, Shusen


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Article 1

Constrained text coclustering with supervised and unsupervised constraints
IEEE Trans. On Knowledge and Data Engineering, v. 25, (6), June 2013, p. 1227-1239
Song, Yangqiu; Pan, Shimei; Liu, Shixia; Wei, Furu; Zhou, Michelle X.; Qian, Weihong

Conference paper 5

Collaborative Boosting for Activity Classification in Microblogs
Proceedings of the 19th ACM SIGKDD International Conference on Knowledge Discovery and Data Mining, New York, NY, USA : ACM, 2013, p. 482-490
Song, Yangqiu; Lu, Zhengdong; Leung, Cane Wing Ki; Yang, Qiang
Identifying Users’ Topical Tasks in Web Search
Proceedings of the sixth ACM International Conference on Web Search and Data Mining, New York, NY, USA : ACM, 2013, p. 93-102
Hua, Wen; Song, Yangqiu; Wang, Haixun; Zhou, Xiaofang
Lead-lag Analysis via Sparse Co-projection in Correlated Text Streams
International Conference on Information and Knowledge Management, Proceedings, 2013, p. 2069-2078
Wu, Fangzhao; Song, Yangqiu; Liu, Shixia; Huang, Yongfeng; Liu, Zhenyu
Mining Evolutionary Multi-Branch Trees from Text Streams
Proceedings of the ACM SIGKDD International Conference on Knowledge Discovery and Data Mining, v. Part F128815, August 2013, article number 2487603, p. 722-730
Wang, Xiting; Liu, Shixia; Song, Yangqiu; Guo, Baining
Optimizing Temporal Topic Segmentation for Intelligent Text Visualization
International Conference on Intelligent User Interfaces, Proceedings IUI, 2013, p. 339-349
Pan, Shimei; Zhou, Michelle; Song, Yangqiu; Qian, Weihong; Wang, Fei; Liu, Shixia


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Article 3

A Survey on Topic-Based Visual Text Analytics (In Chinese)
Journal of Computer-Aided Design and Computer Graphics, v. 24, (10), 2012, p. 1266-1272
Wu, Yingcai; Cui, Weiwei; Song, Yangqiu; Chen, Yang; Liu, Shixia
ImageHive: Interactive content-aware image summarization
IEEE Computer Graphics and Applications, v. 32, (1), 2012, article number 6051407, p. 46-55
Tan, Li; Song, Yangqiu; Liu, Shixia; Xie, Lexing
TIARA: Interactive, Topic-based Visual Text Summarization and Analysis
ACM Transactions on Intelligent Systems and Technology, v. 3, (2), 2012, February, Article number 25
Liu, Shixia; Zhou, Michelle X.; Pan, Shimei; Song, Yangqiu; Qian, Weihong; Cai, Weijia; Lian, Xiaoxiao

Conference paper 1

Automatic Taxonomy Construction from Keywords
Proceedings of the ACM SIGKDD International Conference on Knowledge Discovery and Data Mining, 2012, p. 1433-1441
Liu, Xueqing; Song, Yangqiu; Liu, Shixia; Wang, Haixun


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Article 2

Large-scale Spectral Clustering with MapReduce and MPI
Scaling up Machine Learning: Parallel and Distributed Approaches, 2011, Jan, p. 240-261
Chen, Wen-Yen; Song, Yangqiu; Bai, Hongjie; Lin, Chih-Jen; Chang, Edward
Parallel Spectral Clustering in Distributed Systems
IEEE Transactions on Pattern Analysis and Machine Intelligence, v. 33, (3), 2011, Article number 5444877, p. 568-586
Chen, Wen-Yen; Song, Yangqiu; Bai, Hongjie; Lin, Chih-Jen; Chang, Edward

Conference paper 3

A Common and Common Sense Knowledge Base for Opinion Mining
Proceedings - IEEE International Conference on Data Mining, ICDM, 2011, Article number 6137396, p. 315-322
Cambria, Erik; Song, Yangqiu; Wang, Haixun; Isanette, Amir Hussain.
Short Text Conceptualization using a Probabilistic Knowledgebase
IJCAI International Joint Conference on Artificial Intelligence, 2011, p. 2330-2336
Song, Yangqiu; Wang, Haixun; Wang, Zhongyuan; Li, Hongsong; Chen, Weizhu
Tracking and Connecting Topics via Incremental Hierarchical Dirichlet Processes
Proceedings - IEEE International Conference on Data Mining, ICDM, 2011, Article number 6137314, p. 1056-1061
Gao, Zekai J.; Song, Yangqiu; Liu, Shixia; Wang, Haixun; Wei, Hao; Cui, Weiwei; Chen, Yang


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Article 1

Boosting with Pairwise Constraints
Neurocomputing, v. 73, (4-6), 2010, January, p. 908-919
Zhang, Changshui; Cai, Qutang; Song, Yangqiu

Conference paper 5

Constrained Co-clustering for Textual Documents
Proceedings of the National Conference on Artificial Intelligence, v. 1, 2010, p. 581-586
Song, Yangqiu; Pan, Shimei; Liu, Shixia; Wei, Furu; Zhou, Michelle X.; Qian, Weihong
Evolutionary hierarchical Dirichlet processes for multiple correlated time-varying corpora
Proceedings of the ACM SIGKDD International Conference on Knowledge Discovery and Data Mining, July 2010, p. 1079-1088
Zhang, Jianwen; Song, Yangqiu; Zhang, Changshui; Liu, Shixia
Homotopy Regularization for Boosting
Proceedings - IEEE International Conference on Data Mining, ICDM, 2010, Article number 5694094, p. 1115-1120
Song, Yangqiu; Wang, Zheng; Zhang, Changshui
Tag Propagation Based Recommendation across Diverse Social Media
ACM SIGKDD International Conference on Knowledge Discovery and Data Mining (KDD), 2010.
Liu, Shixia; Song, Yangqiu; Wei, Furu; Pan, Shimei; Zhou, Michelle X.; Qian, Weihong; Shi, Lei; Zhang, Qiang; Tan, Li
TIARA: A Visual Exploratory Text Analytic System
Proceedings of the ACM SIGKDD International Conference on Knowledge Discovery and Data Mining, July 2010, p. 153-162
Wei, Furu; Liu, Shixia; Song, Yangqiu; Pan, Shimei; Zhou, Michelle X.; Qian, Weihong; Shi, Lei; Tan, Li; Zhang, Qiang


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Article 4

Extracting the Optimal Dimensionality for Local Tensor Discriminant Analysis
Pattern Recognition, v. 42, (1), 2009, January, p. 105-114
Nie, Feiping; Xiang, Shiming; Song, Yangqiu; Zhang, Changshui
Nonlinear Dimensionality Reduction with Relative Distance Comparison
Neurocomputing, v. 72, (7-9), 2009, March, p. 1719-1731
Zhang, Chunxia; Xiang, Shiming; Nie, Feiping; Song, Yangqiu
Orthogonal Locality Minimizing Globality Maximizing Projections for Feature Extraction
Optical Engineering, v. 48, (1), 2009, Article number 017202
Nie, Feiping; Xiang, Shiming; Song, Yangqiu; Zhang, Changshui
Semi-Supervised Discriminative Classification with Application to Tumorous Tissues Segmentation of MR Brain Images
Pattern Analysis and Applications, v. 12, (2), 2009, June, p. 99-115
Song, Yangqiu; Zhang, Changshui; Lee, Jianguo; Wang, Fei; Xiang, Shiming; Zhang, Dan

Conference paper 4

Efficient active learning with boosting
Proceedings of the 2009 SIAM International Conference on Data Mining, 2009, p. 1232-1243
Wang, Zheng; Song, Yangqiu; Zhang, Changshui
Knowledge transfer on hybrid graph
Proceedings of the 21st International Joint Conference on Artificial Intelligence, 2009, p. 1291-1296
Wang, Zheng; Song, Yangqiu; Zhang, Changshui
On-line Evolutionary Exponential Family Mixture
IJCAI International Joint Conference on Artificial Intelligence, 2009, p. 1610-1615
Zhang, Jianwen; Song, Yangqiu; Chen, Gang; Zhang, Changshui
Topic and Keyword Re-ranking for LDA-based Topic Modeling
International Conference on Information and Knowledge Management, Proceedings, 2009, p. 1757-1760
Song, Yangqiu; Pan, Shimei; Liu, Shixia; Zhou, Michelle X.; Qian, Weihong


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Article 5

A unified framework for semi-supervised dimensionality reduction
Pattern Recognition, v. 41, (9), 2008, p. 2789-2799
Song, Yangqiu; Nie, Feiping; Zhang, Changshui; Xiang, Shiming
Content Based Information Fusion for Semi-Supervised Music Genre Classification
IEEE Transactions on Multimedia, v. 10, (1), 2008, January, p. 145-152
Song, Yangqiu; Zhang, Changshui
Contour Graph Based Human Tracking and Action Sequence Recognition
Pattern Recognition, v. 41, (12), 2008, p. 3653–3664
Xiang, Shiming; Nie, Feiping; Song, Yangqiu; Zhang, Changshui
Semi-supervised Gaussian random field transduction and induction
Frontiers of Electrical and Electronic Engineering in China, v. 3, (1), Jan 2008, p. 1-9
Song, Yabgqiu; Lee, Jianguo; Zhang, Changshui; Xiang, Shiming
Semi-Supervised Sub-Manifold Discriminant Analysis
Pattern Recognition Letters, v. 29, (13), 2008, October, p. 1806-1813
Song, Yangqiu; Nie, Feiping; Zhang, Changshui

Conference paper 8

Active Model Selection in Graph-Based Semi-Supervised Learning
2008 IEEE International Conference on Acoustics, Speech and Signal Processing - Proceedings, 2008, article number 4518001, p. 1881-1884
Zhao, Bin; Wang, Fei; Zhang, Changshui; Song, Yangqiu
Cost Sensitive Boosting Algorithms as Gradient Descent
ICASSP, IEEE International Conference on Acoustics, Speech and Signal Processing - Proceedings, 2008, Article number 4518033, p. 2009-2012
Cai, Qutang; Song, Yangqiu; Zhang, Changshui
Parallel Spectral Clustering
Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics), v. 5212, (2), 2008, p. 3890
Song, Yangqiu; Chen, Wen-Yen; Bai, Hongjie; Lin, Chih-Jen; Chang, Edward
Parallel Spectral Clustering Algorithm forLarge-Scale Community Data Mining
WWW workshop on Social Web Search and Mining (SWSM), 2008
Miao, Gengxin; Song, Yangqiu; Zhang, Dong; Bai, Hongjie
Semi-Supervised Dimensionality Reduction for Image Retrieval
Proceedings of SPIE - The International Society for Optical Engineering, v. 6822, 2008, Article number 682225
Zhang, Bin; Song, Yangqiu; Yin, Wenjun; Xie, Ming; Dong, Jin; Zhang, Changshui
Semi-Supervised Multi-label Learning by Solving a Sylvester Equation
Society for Industrial and Applied Mathematics - 8th SIAM International Conference on Data Mining 2008, Proceedings in Applied Mathematics 130, v. 1, 2008, p. 410-419
Chen, Gang; Song, Yangqiu; Wang, Fei; Zhang, Changshui
Semi-supervised Ranking Aggregation
Proceedings of the 17th ACM Conference on Information and Knowledge Management, Oct 2008, p. 1427-1428
Chen, Shouchun; Wang, Fei; Song, Yangqiu; Zhang, Changshui
Transferred Dimensionality Reduction
Lecture Notes in Computer Science, v. 5212, 2008, p. 550-565
Wang, Zheng; Song, Yangqiu; Zhang, Changshui


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Article 1

Semi-Supervised Additive Logistic Regression: A Gradient Descent Solution
Tsinghua Science and Technology, v. 12, (6), 2007, December, p. 638-646
Song, Yangqiu; Cai, Qutang; Nie, Feiping; Zhang, Changshui

Conference paper 7

A Supervised Method to Chart Multiple Manifolds
ACCV Workshop on Subspace, 2007
Zhang, Dan; Song, Yangqiu; Qiao, Qifeng; Shi, Zhenwei; Zhang, Changshui
Embedding New Data Points for Manifold Learning via Coordinate Propagation
Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics), v. 4426, 2007, p. 332-343
Xiang, Shiming; Nie, Feiping; Song, Yangqiu; Zhang, Changshui; Zhang, Chunxia
Extracting the Optimal Dimensionality for Discriminant Analysis
ICASSP, IEEE International Conference on Acoustics, Speech and Signal Processing - Proceedings, v. 2, April 2007, article number 4217484, p. 617-620
Nie, Feiping; Xiang, Shiming; Song, Yangqiu; Zhang, Changshui
Localized Content-Based Image Retrieval using Semi-Supervised Multiple Instance Learning
Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics), v. 4843, (1), 2007, p. 180-188
Zhang, Dan; Shi, Zhenwei; Song, Yangqiu; Zhang, Changshui
Optimal Dimensionality Discriminant Analysis and Its Application to Image Recognition
Proceedings of the IEEE Computer Society Conference on Computer Vision and Pattern Recognition, 2007, Article number 4270409
Nie, Feiping; Xiang, Shiming; Song, Yangqiu; Zhang, Changshui
Ranking with Semi-Supervised Distance Metric Learning and Its Application to Housing Potential Estimation
International Conference on Information and Knowledge Management, Proceedings, 2007, p. 975-978
Song, Yangqiu; Zhang, Bin; Yin, Wenjun; Zhang, Changshui; Dong, Jin
Semi-Supervised Music Genre Classification
ICASSP, IEEE International Conference on Acoustics, Speech and Signal Processing - Proceedings, v. 2, 2007, Article number 4217512, p. II729-II732
Song, Yangqiu; Zhang, Changshui; Xiang, Shiming


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Conference paper 2

A Discriminative Method for Semi-Automated Tumorous Tissues Segmentation of MR Brain Images
Proceedings of the IEEE Computer Society Conference on Computer Vision and Pattern Recognition, v. 2006, 2006, Article number 1640520
Song, Yangqiu; Zhang, Changshui; Lee, Jianguo; Wang, Fei
Graph Based Multi-Class Semi-Supervised Learning using Gaussian Process
Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics), v. 4109, 2006, p. 450-458
Song, Yangqiu; Zhang, Changshui; Lee, Jianguo


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Conference paper 1

New Boosting Methods of Gaussian Processes for Regression
Proceedings of the International Joint Conference on Neural Networks, v. 2, 2005, Article number 1556014, p. 1142-147
Song, Yangqiu; Zhang, Changshui


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2016 13

Heterogeneous Translated Hashing: A Scalable Solution towards Multi-modal Similarity Search
ACM Transactions on Knowledge Discovery from Data, v. 10, (4), May 2016, article number 36
Wei, Ying; Song, Yangqiu; Zhen, Yi; Liu, Bo; Yang, Qiang Article
Microblog Sentiment Classification with Heterogeneous Sentiment Knowledge
Information Sciences, v. 373, December 2016, p. 149-164
Wu, Fangzhao; Song, Yangqiu; Huang, Yongfeng Article
Structured microblog sentiment classification via social context regularization
Neurocomputing, v. 175, (A), January 2016, p. 599-609
Wu, Fangzhao; Huang, Yongfeng; Song, Yangqiu Article
The Stability and Usability of Statistical Topic Models
ACM Transactions on Interactive Intelligent Systems (TiiS), v. 6, (2), July 2016, article number 14, p. 1-23
Yang, Yi; Pan, Shimei; Lu, Jie; Topkara, Mercan; Song, Yangqiu Article
Towards Building a High-quality Microblog-specific Chinese Sentiment Lexicon
Decision Support Systems, v. 87, July 2016, p. 39-49
Wu, Fangzhao; Huang, Yongfeng; Song, Yangqiu; Liu, Shixia Article
World Knowledge as Indirect Supervision for Document Clustering
ACM Transactions on Knowledge Discovery from Data, v. 11, (2), December 2016, article number 13
Wang, Chenguang; Song, Yangqiu; Roth, Dan; Zhang, Ming; Han, Jiawei Article
Event Detection and Co-reference with Minimal Supervision
EMNLP 2016 - Conference on Empirical Methods in Natural Language Processing, Proceedings, Association for Computational Linguistics (ACL), 2016, p. 392-402
Peng, Haoruo; Song, Yangqiu; Roth, Dan Conference paper
Improving Topic Model Stability for Effective Document Exploration
Proceedings of the Twenty-Fifth International Joint Conference on Artificial Intelligence (IJCAI-16), 2016, article number v. 2016-January, p. 4223-4227
Yang, Yi; Pan, Shimei; Song, Yangqiu; Lu, Jie; Topkara, Mercan Conference paper
Instilling Social to Physical: Co-Regularized Heterogeneous Transfer Learning
Proceedings of the AAAI Conference on Artificial Intelligence, v. 30, (1), 2016, article number 10172, p. 1338-1344
Wei, Ying; Zhu, Yin; Leung, Cane Wing Ki; Song, Yangqiu; Yang, Qiang Conference paper
RelSim: Relation Similarity Search in Schema-Rich Heterogeneous Information Networks
Proceedings of the Sixteenth SIAM International Conference on Data Mining, Sep 2016, p. 621-629
Wang, Chenguang; Sun, Yizhou; Song, Yanglei; Han, Jiawei; Song, Yangqiu; Wang, Lidan; Zhang, Ming Conference paper
Text classification with heterogeneous information network kernels
Proceedings of the AAAI Conference on Artificial Intelligence, v. 30, (1), 2016, article number 10297, p. 2130-2136
Wang, Chenguang; Song, Yangqiu; Li, Haoran; Zhang, Ming; Han, Jiawei Conference paper
Tracking Idea Flows between Social Groups
Proceedings of the AAAI Conference on Artificial Intelligence, v. 30, (1), 2016, article number 10163, p. 1436-1443
Zhong, Yangxin; Liu, Shixia; Wang, Xiting; Xiao, Jiannan; Song, Yangqiu Conference paper
Word Embeddings with Limited Memory
54th Annual Meeting of the Association for Computational Linguistics, ACL 2016 - Long Papers, v. 2, 2016
Ling, Shaoshi; Song, Yangqiu; Roth, Dan Conference paper

2015 15

Automatic Taxonomy Construction from Keywords via Scalable Bayesian Rose Trees
IEEE Transactions on Knowledge and Data Engineering, v. 27, (7), July 2015, p. 1861-1874
Song, Yangqiu; Liu, Shixia; Liu, Xueqing; Wang, Haixun Article
Does Summarization Help Stock Prediction? A News Impact Analysis
IEEE Intelligent Systems, v. 30, (3), May-June 2015, p. 26-34
Li, Xiaodong; Xie, Haoran; Song, Yangqiu; Zhu, Shanfeng; Li, Qing; Wang, Fu Lee Article
Evolutionary Bayesian Rose Trees
IEEE Transactions on Knowledge and Data Engineering, v. 27, (6), June 2015, article number 2373384, p. 1533-1546
Liu, Shixia; Wang, Xiting; Song, Yangqiu; Guo, Baining Article
Combining Machine Learning and Crowdsourcing for Better Understanding Commodity Reviews
Proceedings of the AAAI Conference on Artificial Intelligence, v. 29, (1), 2015, article number 9725, p. 4220-4221
Wu, Heting; Sun, Hailong; Fang, Yili; Hu, Kefan; Xie, Yongqing; Song, Yangqiu; Liu, Xudong Conference paper
Constrained Information-theoretic Tripartite Graph Clustering to Identify Semantically Similar Relations
Proceedings of the Twenty-Fourth International Joint Conference on Artificial Intelligence, Edited by Qiang Yang and Michael Wooldridge. Palo Alto, California, USA : AAAI Press; International Joint Conferences on Artificial Intelligence, 2015, p. 3882-3889
Wang, Chenguang; Song, Yangqiu; Roth, Dan; Wang, Chi; Han, Jiawei; Ji, Heng; Zhang, Ming Conference paper
Illinois CCG TAC 2015 Event Nugget, Entity Discovery and Linking, and Slot Filler Validation Systems
Text Analysis Conference 2015, National Institute of Standards and Technology, Gaithersburg, Maryland, USA, 16-17 November 2015
Sammons, Mark; Peng, Haoruo; Song, Yangqiu; Upadhyay, Shyam; Tsai, Chen-Tse; Reddy, Pavankumar; Roy, Subhro; Roth, Dan Conference paper
Improving a Pipeline Architecture for Shallow Discourse Parsing
Proceedings of the Nineteenth Conference on Computational Natural Language Learning - Shared Task, 2015, p. 78-83
Song, Yangqiu; Peng, Haoruo; Kordjamshidi, Parisa; Sammons, Mark; Roth, Dan Conference paper
Incorporating World Knowledge to Document Clustering via Heterogeneous Information Networks
Proceeding: KDD '15 Proceedings of the 21th ACM SIGKDD International Conference on Knowledge Discovery and Data Mining, New York, NY, USA : ACM, 2015, p. 1215-1224
Wang, Chenguang; Song, Yangqiu; El-Kishky, Ahmed; Roth, Dan; Zhang, Ming; Han, Jiawei Conference paper
Knowsim: A Document Similarity Measure on Structured Heterogeneous Information Networks
2015 IEEE International Conference on Data Mining (ICDM), The Institute of Electrical and Electronics Engineers, 2015, p. 1015-1020
Wang, Chenguang; Song, Yangqiu; Li, Haoran; Zhang, Ming; Han, Jiawei Conference paper
Microblog Sentiment Classification with Contextual Knowledge Regularization
Proceedings of the AAAI Conference on Artificial Intelligence, v. 29, (1), 2015, article number 9503, p. 2332-2338
Wu, Fangzhao; Song, Yangqiu; Huang, Yongfeng Conference paper
Open Domain Short Text Conceptualization: A Generative+ Descriptive Modeling Approach
Proceedings of the Twenty-Fourth International Joint Conference on Artificial Intelligence (IJCAI 2015), Edited by Qiang Yang and Michael Wooldridge. Palo Alto, California, USA : AAAI Press; International Joint Conferences on Artificial Intelligence, 2015, p. 3820-3826
Song, Yangqiu; Wang, Shusen; Wang, Haixun Conference paper
Semantic-based Recommendation across Heterogeneous Domains
Proceedings: 15th IEEE International Conference on Data Mining (ICDM 2015), Editors: Charu Aggarwal, Zhi-Hua Zhou, Alexander Tuzhilin, Hui Xiong, and Xindong Wu. The Institute of Electrical and Electronics Engineers, Inc., 2015, p. 1075-1080
Yang, Deqing; Xiao, Yanghua; Song, Yangqiu; Wang, Wei Conference paper
Transitive Transfer Learning
Proceedings of the ACM SIGKDD International Conference on Knowledge Discovery and Data Mining, v. 2015-August, August 2015, p. 1155-1164
Tan, Ben; Song, Yangqiu; Zhong, Erheng; Yang, Qiang Conference paper
Unsupervised Sparse Vector Densification for Short Text Similarity
NAACL HLT 2015 - 2015 Conference of the North American Chapter of the Association for Computational Linguistics: Human Language Technologies, Proceedings of the Conference, The Association for Computational Linguistics, 2015, p. 1275-1280
Song, Yangqiu; Roth, Dan Conference paper
User-directed Non-disruptive Topic Model Update for Effective Exploration of Dynamic Content
Proceedings of the 20th International Conference on Intelligent User Interfaces, New York, NY, USA : ACM , 2015, p. 158-168
Yang, Yi; Pan, Shimei; Song, Yangqiu; Lu, Jie; Topkara, Mercan Conference paper

2014 8

Brief Survey of Crowdsourcing for Data Mining
Expert Systems with Applications, v. 41, (17), December 2014, p. 7987-7994
Xintong, Guo; Hongzhi, Wang; Song, Yangqiu; Hong, Gao Article
Semantic Multi-Dimensional Scaling for Open-Domain Sentiment Analysis
IEEE Intelligent Systems, v. 29, (2), 2014, article number 6383145, p. 44-51
Cambria, Erik; Song, Yangqiu; Wang, Haixun; Howard, Newton Article
Semiparametric preference learning
Tsinghua Science and Technology, v. 19, (3), 2014, article number 6838196, p. 257-264
Zhen, Yi; Song, Yangqiu; Yeung, Dityan Article
On Dataless Hierarchical Text Classification
Proceedings of the AAAI Conference on Artificial Intelligence, v. 28, (1), 2014, article number 8938, p. 1579-1585
Song, Yangqiu; Roth, Dan Conference paper
Overview of UI-CCG Systems for Event Argument Extraction, Entity Discovery and Linking, and Slot Filler Validation
Text Analysis Conference 2014, USA, 2014
Sammons, Mark; Song, Yangqiu; Wang, Ruichen; Kundu, Gourab; Tsai, Chen-Tse; Upadhyay, Shyam; Ancha, Siddarth; Mayhew, Stephen; Roth, Dan Conference paper
Scalable heterogeneous translated hashing
Proceedings of the 20th ACM SIGKDD international conference on Knowledge discovery and data mining, 2014, p. 791-800
Wei, Ying; Song, Yangqiu; Zhen, Yi; Liu, Bo; Yang, Qiang Conference paper
Tag Propagation Based Recommendation across Diverse Social Media
WWW '14 Companion: Proceedings of the 23rd International Conference on World Wide Web, New York, NY, USA : ACM, 2014, p. 407-408
Yang, Deqing; Xiao, Yanghua; Song, Yangqiu; Zhang, Junjun; Zhang, Kezun; Wang, Wei Conference paper
Transfer Understanding from Head Queries to Tail Queries
Proceedings of the 23rd ACM International Conference on Conference on Information and Knowledge Management, New York, NY, USA : ACM, 2014, p. 1299-1308
Song, Yangqiu; Haixun wang,; Chen, Weizhu; Wang, Shusen Conference paper

2013 6

Constrained text coclustering with supervised and unsupervised constraints
IEEE Trans. On Knowledge and Data Engineering, v. 25, (6), June 2013, p. 1227-1239
Song, Yangqiu; Pan, Shimei; Liu, Shixia; Wei, Furu; Zhou, Michelle X.; Qian, Weihong Article
Collaborative Boosting for Activity Classification in Microblogs
Proceedings of the 19th ACM SIGKDD International Conference on Knowledge Discovery and Data Mining, New York, NY, USA : ACM, 2013, p. 482-490
Song, Yangqiu; Lu, Zhengdong; Leung, Cane Wing Ki; Yang, Qiang Conference paper
Identifying Users’ Topical Tasks in Web Search
Proceedings of the sixth ACM International Conference on Web Search and Data Mining, New York, NY, USA : ACM, 2013, p. 93-102
Hua, Wen; Song, Yangqiu; Wang, Haixun; Zhou, Xiaofang Conference paper
Lead-lag Analysis via Sparse Co-projection in Correlated Text Streams
International Conference on Information and Knowledge Management, Proceedings, 2013, p. 2069-2078
Wu, Fangzhao; Song, Yangqiu; Liu, Shixia; Huang, Yongfeng; Liu, Zhenyu Conference paper
Mining Evolutionary Multi-Branch Trees from Text Streams
Proceedings of the ACM SIGKDD International Conference on Knowledge Discovery and Data Mining, v. Part F128815, August 2013, article number 2487603, p. 722-730
Wang, Xiting; Liu, Shixia; Song, Yangqiu; Guo, Baining Conference paper
Optimizing Temporal Topic Segmentation for Intelligent Text Visualization
International Conference on Intelligent User Interfaces, Proceedings IUI, 2013, p. 339-349
Pan, Shimei; Zhou, Michelle; Song, Yangqiu; Qian, Weihong; Wang, Fei; Liu, Shixia Conference paper

2012 4

A Survey on Topic-Based Visual Text Analytics (In Chinese)
Journal of Computer-Aided Design and Computer Graphics, v. 24, (10), 2012, p. 1266-1272
Wu, Yingcai; Cui, Weiwei; Song, Yangqiu; Chen, Yang; Liu, Shixia Article
ImageHive: Interactive content-aware image summarization
IEEE Computer Graphics and Applications, v. 32, (1), 2012, article number 6051407, p. 46-55
Tan, Li; Song, Yangqiu; Liu, Shixia; Xie, Lexing Article
TIARA: Interactive, Topic-based Visual Text Summarization and Analysis
ACM Transactions on Intelligent Systems and Technology, v. 3, (2), 2012, February, Article number 25
Liu, Shixia; Zhou, Michelle X.; Pan, Shimei; Song, Yangqiu; Qian, Weihong; Cai, Weijia; Lian, Xiaoxiao Article
Automatic Taxonomy Construction from Keywords
Proceedings of the ACM SIGKDD International Conference on Knowledge Discovery and Data Mining, 2012, p. 1433-1441
Liu, Xueqing; Song, Yangqiu; Liu, Shixia; Wang, Haixun Conference paper

2011 5

Large-scale Spectral Clustering with MapReduce and MPI
Scaling up Machine Learning: Parallel and Distributed Approaches, 2011, Jan, p. 240-261
Chen, Wen-Yen; Song, Yangqiu; Bai, Hongjie; Lin, Chih-Jen; Chang, Edward Article
Parallel Spectral Clustering in Distributed Systems
IEEE Transactions on Pattern Analysis and Machine Intelligence, v. 33, (3), 2011, Article number 5444877, p. 568-586
Chen, Wen-Yen; Song, Yangqiu; Bai, Hongjie; Lin, Chih-Jen; Chang, Edward Article
A Common and Common Sense Knowledge Base for Opinion Mining
Proceedings - IEEE International Conference on Data Mining, ICDM, 2011, Article number 6137396, p. 315-322
Cambria, Erik; Song, Yangqiu; Wang, Haixun; Isanette, Amir Hussain. Conference paper
Short Text Conceptualization using a Probabilistic Knowledgebase
IJCAI International Joint Conference on Artificial Intelligence, 2011, p. 2330-2336
Song, Yangqiu; Wang, Haixun; Wang, Zhongyuan; Li, Hongsong; Chen, Weizhu Conference paper
Tracking and Connecting Topics via Incremental Hierarchical Dirichlet Processes
Proceedings - IEEE International Conference on Data Mining, ICDM, 2011, Article number 6137314, p. 1056-1061
Gao, Zekai J.; Song, Yangqiu; Liu, Shixia; Wang, Haixun; Wei, Hao; Cui, Weiwei; Chen, Yang Conference paper

2010 6

Boosting with Pairwise Constraints
Neurocomputing, v. 73, (4-6), 2010, January, p. 908-919
Zhang, Changshui; Cai, Qutang; Song, Yangqiu Article
Constrained Co-clustering for Textual Documents
Proceedings of the National Conference on Artificial Intelligence, v. 1, 2010, p. 581-586
Song, Yangqiu; Pan, Shimei; Liu, Shixia; Wei, Furu; Zhou, Michelle X.; Qian, Weihong Conference paper
Evolutionary hierarchical Dirichlet processes for multiple correlated time-varying corpora
Proceedings of the ACM SIGKDD International Conference on Knowledge Discovery and Data Mining, July 2010, p. 1079-1088
Zhang, Jianwen; Song, Yangqiu; Zhang, Changshui; Liu, Shixia Conference paper
Homotopy Regularization for Boosting
Proceedings - IEEE International Conference on Data Mining, ICDM, 2010, Article number 5694094, p. 1115-1120
Song, Yangqiu; Wang, Zheng; Zhang, Changshui Conference paper
Tag Propagation Based Recommendation across Diverse Social Media
ACM SIGKDD International Conference on Knowledge Discovery and Data Mining (KDD), 2010.
Liu, Shixia; Song, Yangqiu; Wei, Furu; Pan, Shimei; Zhou, Michelle X.; Qian, Weihong; Shi, Lei; Zhang, Qiang; Tan, Li Conference paper
TIARA: A Visual Exploratory Text Analytic System
Proceedings of the ACM SIGKDD International Conference on Knowledge Discovery and Data Mining, July 2010, p. 153-162
Wei, Furu; Liu, Shixia; Song, Yangqiu; Pan, Shimei; Zhou, Michelle X.; Qian, Weihong; Shi, Lei; Tan, Li; Zhang, Qiang Conference paper

2009 8

Extracting the Optimal Dimensionality for Local Tensor Discriminant Analysis
Pattern Recognition, v. 42, (1), 2009, January, p. 105-114
Nie, Feiping; Xiang, Shiming; Song, Yangqiu; Zhang, Changshui Article
Nonlinear Dimensionality Reduction with Relative Distance Comparison
Neurocomputing, v. 72, (7-9), 2009, March, p. 1719-1731
Zhang, Chunxia; Xiang, Shiming; Nie, Feiping; Song, Yangqiu Article
Orthogonal Locality Minimizing Globality Maximizing Projections for Feature Extraction
Optical Engineering, v. 48, (1), 2009, Article number 017202
Nie, Feiping; Xiang, Shiming; Song, Yangqiu; Zhang, Changshui Article
Semi-Supervised Discriminative Classification with Application to Tumorous Tissues Segmentation of MR Brain Images
Pattern Analysis and Applications, v. 12, (2), 2009, June, p. 99-115
Song, Yangqiu; Zhang, Changshui; Lee, Jianguo; Wang, Fei; Xiang, Shiming; Zhang, Dan Article
Efficient active learning with boosting
Proceedings of the 2009 SIAM International Conference on Data Mining, 2009, p. 1232-1243
Wang, Zheng; Song, Yangqiu; Zhang, Changshui Conference paper
Knowledge transfer on hybrid graph
Proceedings of the 21st International Joint Conference on Artificial Intelligence, 2009, p. 1291-1296
Wang, Zheng; Song, Yangqiu; Zhang, Changshui Conference paper
On-line Evolutionary Exponential Family Mixture
IJCAI International Joint Conference on Artificial Intelligence, 2009, p. 1610-1615
Zhang, Jianwen; Song, Yangqiu; Chen, Gang; Zhang, Changshui Conference paper
Topic and Keyword Re-ranking for LDA-based Topic Modeling
International Conference on Information and Knowledge Management, Proceedings, 2009, p. 1757-1760
Song, Yangqiu; Pan, Shimei; Liu, Shixia; Zhou, Michelle X.; Qian, Weihong Conference paper

2008 13

A unified framework for semi-supervised dimensionality reduction
Pattern Recognition, v. 41, (9), 2008, p. 2789-2799
Song, Yangqiu; Nie, Feiping; Zhang, Changshui; Xiang, Shiming Article
Content Based Information Fusion for Semi-Supervised Music Genre Classification
IEEE Transactions on Multimedia, v. 10, (1), 2008, January, p. 145-152
Song, Yangqiu; Zhang, Changshui Article
Contour Graph Based Human Tracking and Action Sequence Recognition
Pattern Recognition, v. 41, (12), 2008, p. 3653–3664
Xiang, Shiming; Nie, Feiping; Song, Yangqiu; Zhang, Changshui Article
Semi-supervised Gaussian random field transduction and induction
Frontiers of Electrical and Electronic Engineering in China, v. 3, (1), Jan 2008, p. 1-9
Song, Yabgqiu; Lee, Jianguo; Zhang, Changshui; Xiang, Shiming Article
Semi-Supervised Sub-Manifold Discriminant Analysis
Pattern Recognition Letters, v. 29, (13), 2008, October, p. 1806-1813
Song, Yangqiu; Nie, Feiping; Zhang, Changshui Article
Active Model Selection in Graph-Based Semi-Supervised Learning
2008 IEEE International Conference on Acoustics, Speech and Signal Processing - Proceedings, 2008, article number 4518001, p. 1881-1884
Zhao, Bin; Wang, Fei; Zhang, Changshui; Song, Yangqiu Conference paper
Cost Sensitive Boosting Algorithms as Gradient Descent
ICASSP, IEEE International Conference on Acoustics, Speech and Signal Processing - Proceedings, 2008, Article number 4518033, p. 2009-2012
Cai, Qutang; Song, Yangqiu; Zhang, Changshui Conference paper
Parallel Spectral Clustering
Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics), v. 5212, (2), 2008, p. 3890
Song, Yangqiu; Chen, Wen-Yen; Bai, Hongjie; Lin, Chih-Jen; Chang, Edward Conference paper
Parallel Spectral Clustering Algorithm forLarge-Scale Community Data Mining
WWW workshop on Social Web Search and Mining (SWSM), 2008
Miao, Gengxin; Song, Yangqiu; Zhang, Dong; Bai, Hongjie Conference paper
Semi-Supervised Dimensionality Reduction for Image Retrieval
Proceedings of SPIE - The International Society for Optical Engineering, v. 6822, 2008, Article number 682225
Zhang, Bin; Song, Yangqiu; Yin, Wenjun; Xie, Ming; Dong, Jin; Zhang, Changshui Conference paper
Semi-Supervised Multi-label Learning by Solving a Sylvester Equation
Society for Industrial and Applied Mathematics - 8th SIAM International Conference on Data Mining 2008, Proceedings in Applied Mathematics 130, v. 1, 2008, p. 410-419
Chen, Gang; Song, Yangqiu; Wang, Fei; Zhang, Changshui Conference paper
Semi-supervised Ranking Aggregation
Proceedings of the 17th ACM Conference on Information and Knowledge Management, Oct 2008, p. 1427-1428
Chen, Shouchun; Wang, Fei; Song, Yangqiu; Zhang, Changshui Conference paper
Transferred Dimensionality Reduction
Lecture Notes in Computer Science, v. 5212, 2008, p. 550-565
Wang, Zheng; Song, Yangqiu; Zhang, Changshui Conference paper

2007 8

Semi-Supervised Additive Logistic Regression: A Gradient Descent Solution
Tsinghua Science and Technology, v. 12, (6), 2007, December, p. 638-646
Song, Yangqiu; Cai, Qutang; Nie, Feiping; Zhang, Changshui Article
A Supervised Method to Chart Multiple Manifolds
ACCV Workshop on Subspace, 2007
Zhang, Dan; Song, Yangqiu; Qiao, Qifeng; Shi, Zhenwei; Zhang, Changshui Conference paper
Embedding New Data Points for Manifold Learning via Coordinate Propagation
Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics), v. 4426, 2007, p. 332-343
Xiang, Shiming; Nie, Feiping; Song, Yangqiu; Zhang, Changshui; Zhang, Chunxia Conference paper
Extracting the Optimal Dimensionality for Discriminant Analysis
ICASSP, IEEE International Conference on Acoustics, Speech and Signal Processing - Proceedings, v. 2, April 2007, article number 4217484, p. 617-620
Nie, Feiping; Xiang, Shiming; Song, Yangqiu; Zhang, Changshui Conference paper
Localized Content-Based Image Retrieval using Semi-Supervised Multiple Instance Learning
Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics), v. 4843, (1), 2007, p. 180-188
Zhang, Dan; Shi, Zhenwei; Song, Yangqiu; Zhang, Changshui Conference paper
Optimal Dimensionality Discriminant Analysis and Its Application to Image Recognition
Proceedings of the IEEE Computer Society Conference on Computer Vision and Pattern Recognition, 2007, Article number 4270409
Nie, Feiping; Xiang, Shiming; Song, Yangqiu; Zhang, Changshui Conference paper
Ranking with Semi-Supervised Distance Metric Learning and Its Application to Housing Potential Estimation
International Conference on Information and Knowledge Management, Proceedings, 2007, p. 975-978
Song, Yangqiu; Zhang, Bin; Yin, Wenjun; Zhang, Changshui; Dong, Jin Conference paper
Semi-Supervised Music Genre Classification
ICASSP, IEEE International Conference on Acoustics, Speech and Signal Processing - Proceedings, v. 2, 2007, Article number 4217512, p. II729-II732
Song, Yangqiu; Zhang, Changshui; Xiang, Shiming Conference paper

2006 2

A Discriminative Method for Semi-Automated Tumorous Tissues Segmentation of MR Brain Images
Proceedings of the IEEE Computer Society Conference on Computer Vision and Pattern Recognition, v. 2006, 2006, Article number 1640520
Song, Yangqiu; Zhang, Changshui; Lee, Jianguo; Wang, Fei Conference paper
Graph Based Multi-Class Semi-Supervised Learning using Gaussian Process
Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics), v. 4109, 2006, p. 450-458
Song, Yangqiu; Zhang, Changshui; Lee, Jianguo Conference paper

2005 1

New Boosting Methods of Gaussian Processes for Regression
Proceedings of the International Joint Conference on Neural Networks, v. 2, 2005, Article number 1556014, p. 1142-147
Song, Yangqiu; Zhang, Changshui Conference paper


No Publications






Teaching Assignment

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2021-22 Winter 0 2021-22 Fall 7 2020-21 Summer 3 2020-21 Spring 7 2020-21 Winter 0 2020-21 Fall 5

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COMP4981 Final Year Project
COMP4981H Final Year Thesis
COMP5222 Statistical Learning Models for Text and Graph Data
DSCT4900 Academic and Professional Development
MATH5471 Statistical Learning Models for Text and Graph Data
UROP1100E Undergraduate Research Opportunities Series 1
UROP2100E Undergraduate Research Opportunities Series 2


COMP4981 Final Year Project
COMP4981H Final Year Thesis
UROP1100D Undergraduate Research Opportunities Series 1


COMP4332 Big Data Mining and Management
COMP4981 Final Year Project
COMP6211G Federated Learning
CPEG4901 Computer Engineering Final Year Project in COMP
MSBD6000H Natural Language Processing
RMBI4310 Advanced Data Mining for Risk Management and Business Intelligence
SCIE4500 IRE Research Project II


COMP4901K Machine Learning for Natural Language Processing
COMP4971C Independent Work
COMP4981 Final Year Project
CPEG4901 Computer Engineering Final Year Project in COMP
MATH4824B Machine Learning for Natural Language Processing


No Teaching Assignments


No Teaching Assignments






Research Postgraduate (RPG) Supervision From January 2019 to December 2022 (As of 30 January 2022)

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All Supervisions Current RPGs Graduated RPGs

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Current RPGs

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Doctor of Philosophy GUO, Yue (co-supervision)
Data Science and Analytics( 2021 - )

SO, Tsz Yan Amanda (co-supervision)
Innovation, Policy and Entrepreneurship( 2021 - )

SU, Ying (co-supervision)
Artificial Intelligence( 2021 - )

BAI, Jiaxin
Computer Science and Engineering( 2020 - )

CAO, He (co-supervision)
Artificial Intelligence( 2020 - )

CHENG, Yiran (co-supervision)
Artificial Intelligence( 2020 - )

HU, Qi
Computer Science and Engineering( 2020 - )

LI, Haoran
Computer Science and Engineering( 2020 - )

WANG, Zihao
Computer Science and Engineering( 2020 - )

YUAN, Shuai
Computer Science and Engineering( 2020 - )

FANG, Tianqing
Computer Science and Engineering( 2019 - )

LIN, Zizheng
Computer Science and Engineering( 2019 - )

LIU, Xin
Computer Science and Engineering( 2018 - )

XIAO, Huiru
Computer Science and Engineering( 2016 - )

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Master of Philosophy CHAN, Chun Kit
Computer Science and Engineering( 2021 - )

CHAN, Tsz Ho
Computer Science and Engineering( 2021 - )

CHENG, Jiayang
Computer Science and Engineering( 2021 - )

LAU, Yik Lun
Computer Science and Engineering( 2021 - )

WANG, Zhaowei
Computer Science and Engineering( 2021 - )

HE, Mutian
Computer Science and Engineering( 2019 - )

KE, Haowen
Computer Science and Engineering( 2019 - )

WONG, Ngo Yin
Computer Science and Engineering( 2018 - )

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Graduated RPGs

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Doctor of Philosophy DAI, Hongliang
Computer Science and Engineering( Completed in 2021 )

OUSIDHOUM, Nedjma Djouhra
Computer Science and Engineering( Completed in 2021 )

XIAO, Wenyi
Computer Science and Engineering( Completed in 2021 )

ZENG, Ziqian
Computer Science and Engineering( Completed in 2021 )

ZHANG, Hongming
Computer Science and Engineering( Completed in 2021 )

ZHANG, Yinghua (co-supervision)
Computer Science and Engineering( Completed in 2021 )

LI, Zheng (co-supervision)
Computer Science and Engineering( Completed in 2020 )

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Master of Philosophy PAN, Haojie
Computer Science and Engineering( Completed in 2020 )









ProjectsFrom January 2020 to December 2022

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All Projects 11 Leading Projects 6 Participating Projects 5

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Enabling Secure and Efficient Cross-Silo Federated Learning at Scale


安全高效的跨企业联邦学习关键技术研究 Participating


Research Impact Fund


Project Team (HKUST)
LI Bo (Lead)
SONG Yangqiu
WANG Wei
ZHANG Qian


2021 -




Technologies of Fusion Perception and Collaborative Processing for Behavior Big Data in Cyberspace


网络空间行为大数据的融合感知与协同处理关键技术 Participating


National Natural Science Foundation of China


Project Team (HKUST)
SONG Yangqiu
YANG Yi


2021 -




Higher-order Selectional Preference Inference for Commonsense Knowledge Acquisition


基於选择偏好推断的常识知识获取 Leading


RGC - General Research Fund


Project Team (HKUST)
SONG Yangqiu (Lead)


2021 -




Key Technologies for an Intelligent Legal Assistant for Resolution of Diverse Disputes


面向多元纠纷化解的智能法律助理关键技术研究 Leading


Innovation and Technology Fund


Project Team (HKUST)
SONG Yangqiu (Lead)
CHEUNG Shing Chi


2021 -




Testing Technologies for Deep Learning Systems


深度学习系统测试技术 Participating


Innovation and Technology Fund


Project Team (HKUST)
CHEUNG Shing Chi (Lead)
SONG Yangqiu


2021 -




Domain-Specific Knowledge Base Construction


领域特定的知识图谱构建 Participating


Research Impact Fund


Project Team (HKUST)
CHEN Lei (Lead)
SONG Yangqiu


2020 -




Neural Network Learning and Symbolic Reasoning over Commonsense Knowledge Graphs


基于常识的深度学习和符号推理 Leading


Huawei Technologies Co., Ltd.


Project Team (HKUST)
SONG Yangqiu (Lead)


2020 -




Swarm Intelligence Emerges based on the Internet - Topic 2: Pattern mining and prediction for crowd behaviors


基于互联网的群智涌现机理与计算方法-课题二：群体行为的模式理解与预测 Participating


Ministry of Science and Technology of the People's Republic of China


Project Team (HKUST)
CHEN Lei (Lead)
SONG Yangqiu
WANG Wei
YI Ke


2020 -




Enhanced Coreference Resolution in Dialogues by Incorporating Knowledge


使用知识来帮助对话系统的指代消解 Leading


Tencent AI Lab


Project Team (HKUST)
SONG Yangqiu (Lead)


2019 -




Social Media-based Aspect Mining and Heterogeneous Recommendation Leading


Intel Corporation


Project Team (HKUST)
SONG Yangqiu (Lead)


2018 -




sActivityGraph: A Social Media-Based Activity Knowledge Graph for Discourse Analysis


sActivityGraph: 使用基於社交媒体的活动知识图谱的话语分析 Leading


RGC - Early Career Scheme


Project Team (HKUST)
SONG Yangqiu (Lead)


2018 - 2020