姓名
蔡佳
职称
教授


学位
研究生/博士
电子邮箱
jiacai1999@gdufe.edu.cn

研究方向
机器学习，模式识别

个人主页或
个人微信公众号


主讲
课程
最优化方法，科学工程与计算，实验设计与分析，统计学习导论

教研
成果
主持《最优化方法》双语课程教研教改项目。

科研
成果
1.国家自然科学基金面上项目，项目编号: **，面向大规模多视角数据的相关性研究及其应用，在研，主持。
2. 国家自然科学基金青年基金项目，项目编号: **，学习理论中的核典型相关分析及相关算法的研究和应用，已结题，主持。
3. 国家统计局重点项目，项目编号: 2016LZ47，大数据背景下关于社交网络舆情监测的研究，在研，主持。
4. 广州市科技计划，项目编号: 8，大数据背景下基于相关性分析的多媒体信息检索算法研究，在研，主持。

学术
论文
[1].Jia Cai,Wei Dan,Xiaowei Zhang, ?0-based sparse canonical correlation analysis with application to cross-language document retrieval. Neurocomputing， Volume 329, 2019, 32-45. (影响因子3.317，SCI二区)
[2].Jia Cai, Xiaolin Huang. Modified sparse linear discriminant analysis via nonconvex penalties. IEEE Transactions on Neural Networks and Learning Systems, Volumn 29， no. 10, 2018，4957 - 4966.(影响因子6.108，SCI一区)
[3]. Jia Cai, Yi Tang. A new randomized Kaczmarz based kernel canonical correlation analysis algorithm with applications to information retrieval. Neural Networks, Volumn 98, 2018, 178-191.(影响因子5.287，SCI二区)
[4].Jia Cai, Hongwei Sun. Constrained ERM learning of canonical correlation analysis: a least squares perspective. Neural Computation, Volumn 29, Issue 10, 2017, 2825-2859. (影响因子2.207, SCI三区)
[5].Jia Cai, Xiaolin Huang. Robust kernel canonical correlation analysis with applications to information retrieval. Engineering Applications of Artificial Intelligence, Volumn 64, 2017, 33-42. (影响因子2.894，SCI二区)
[6]. Jia Cai, Hongwei Sun. Kernel-based conditional canonical correlation analysis via modified Tikhonov regularization. Applied and Computational Harmonic Analysis, Volumn 41, 2016, 692–712 (影响因子2.634，SCI一区)
[7]. Jia Cai,Yi Tang, Jianjun Wang. Kernel canonical correlation analysis via gradient descent. Neurocomputing, Volumn 182, 2016, 322-331 (影响因子3.317，SCI二区)
[8].Jia Cai, Daohong Xiang. Statistical consistency of coefficient-based conditional quantile regression. Journal of Multivariate Analysis, Volumn 149, 2016, 1-12.(影响因子0.901，SCI三区)
[9].Jia Cai. An operator approach to analysis of conditional kernel canonical correlation. International Journal of Wavelets Multiresolution and Information Processing, 2015,13: Article ID: 150024, 14 pages. (影响因子0.463，SCI四区)
[10]. Cheng Wang, Jia Cai, Convergence analysis of coefficient-based regularization under moment incremental condition. International Journal of Wavelets, Multiresolution and Information Processing, Volume 12, Issue 1, 2014, 19 pages. (通讯作者，影响因子0.463，SCI四区)
[11]. 蔡佳, 王承, 无界抽样情形下不定核的系数正则化回归。 中国科学A 辑, 第43卷, 第6期, 613-624, 2013.
[12]. Jia Cai, The distance between feature subspaces of kernel canonical correlation analysis. Mathematical and Computer Modelling, Volume 57, Issuses 3-4, 970-975, 2013.(SCI二区)
[13].Jia Cai, Coefficient-based regression with non-identical unbounded sampling. Abstract and Applied Analysis. 2013, Article ID 134727. (原SCI二区)
[14]. Jia Cai, Hongwei Sun, Convergence rate of kernel canonical correlation analysis. Science in China, Series A: Mathematics, Volume 54, Issue 10, 2161-2170, 2011. (影响因子1.07, 中国科学A辑英文版, SCI)，
[15]. Jia Cai, Hongyan Wang, Ding-Xuan Zhou, Gradient learning in a classification setting by gradient descent. Journal of Approximation Theory, Volumn161, 2009 674-692.(影响因子0.931，SCI三区)

学术
兼职
广东省计算数学学会理事，广东省工业与应用数学学会青年分会委员

个人
荣誉
广东省“千百十人才培养工程”第八批校级培养对象，2013年1月获聘卓越青年教师校长****