教育背景与学术经历教育背景
博士,运筹学与控制论,大连理工大学
硕士，应用数学，东北大学
学士,计算数学和应用软件,东北大学
学术经历
2011.12--2012.12,访问****,瑞士弗里堡大学
2008.1-2008.2访问****,瑞士弗里堡大学



教研项目及成果
科研项目
2010.01- 2012.12, 项目负责人, 基于超网络模型的科学知识图谱分析研究（**）, 国家自然科学基金青年项目（结题优秀）.
2014.01- 2017.12, 项目负责人, 基于兴趣图谱的社会网络演化机制研究（**）, 国家自然科学基金面上项目（结题）.
2018.01- 2021.12, 项目负责人, 在线社会网络用户声誉的超网络分析理论与方法研究（**） , 国家自然科学基金面上项目（在研）.
2014 -2016, 项目负责人,基于图谱分析的网络信息传播可视化研究（13YJA630023） , 教育部人文社会科学研究规划项目（结题）.
2011 -2013, 项目负责人,基于二部分网络的自适应推荐算法研究 , 上海市教育委员会科研创新项目（结题）.

期刊论文
1.Kai Yang, Qiang Guo, Jian-Guo Liu. Communitydetection via measuring the strength between nodes for dynamics networks.Physica A 509 (2018), 256-264.
2.赵紫娟，李小珂，郭强，杨凯，刘建国.基于LDA的复杂网络整体研究态势主题分析.电子科技大学学报 2019 48（6）931-938.
3.郭强，殷冉冉，刘建国.基于TOPSIS的时序网络节点重要性研究.电子科技大学学报 2019 48 (2) 296-300.
4.郭强，刘建国.基于二阶信息的复杂系统弹性度量研究. 电子科技大学学报2019 48 (3) 456-461
5.郭强，岳强，李仁德，刘建国.基于四阶奇异值分解的推荐算法研究. 电子科技大学学报2019 48 (4) 586-594.
6.傅家旗，郭强，刘建国.基于有限信息的网络邻接关系识别研究. 电子科技大学学报2019 48 (5) 794-800
7.Jiang-Pan Wang, Qiang Guo, Lei Zhou, Jian-Guo Liu*. Dynamic credit allocation for researchers. Physica A 520 (2019)208-216.
8.Ran-Ran Yin, Qiang Guo, Jian-Nan Yang, Jian-Guo Liu*. Inter-layersimilarity-based eigenvector centrality temporal networks. Physica A 512 (2018)165-173. (SCI JCR一区)
9.Ying-Ying Wu, Qiang Guo, Jian-Guo Liu, Yi-ChengZhang. Effect of the initialconfiguration for user–object reputation systems. Physica A 502 (2018) 288-294.(SCI JCR一区)
10.Sheng-Nan Li, Qiang Guo, Kai Yang, Jian-Guo Liu, Yi-Cheng Zhang. Uncoveringthe popularity mechanisms for Facebook applications. Physica A 494 (2018)422–429. (SCI JCR一区)
11.Lu Dai, Qiang Guo, Xiao-Lu Liu, Jian-Guo Liu,Yi-Cheng Zhang. Identifying online user reputation in terms of user preference.Physica A 494 (2018) 403–409. (SCI JCR一区)
12.Jian-Guo Liu, Ren-De Li,Qiang Guo, Yi-Cheng Zhang. Collectiveiteration for online social networks. Physica A 499 (2018) 490-497. (SCI JCR一区)
13.杨建楠，刘建国，郭强，基于层间相似性的时序网络节点重要性研究.物理学报67,048901 (2018). (SCI)
14.Jian-GuoLiu, Qing Zhou, Qiang Guo, Zhen-HuaYang, Fei Xie, Jing-Ti Han. Knowledge diffusion ofdynamicalnetworkin terms of interactionfrequency.Scientific Reports 7 10755 (2017). (SCI一区)
15.Jian-GuoLiu, Zi-Yi Wang, Qiang Guo, Lei Guo,Qun Chen, Ying-Zi Wang, Ying-Zi Ni, Identifying multiple influential spreadersvia local structural similarity. EPL 119 18001 (2017). (SCI二区)
16.Jian-GuoLiu, Xiao-Lu Liu, Qiang Guo, Jing-TiHan. Identifying the perceptive users for online social systems. PLoS ONE 12(7)(2017): e**. (SCI)
17.Jiang-PanWang, Qiang Guo, Kai Yang, JingtiHan, Jian-Guo Liu. Credit allocation for researchinstitutes. EPL 119 (2017) 48001. (Phys.org以What's the best way to rank research institutes为题进行了专题报道) (SCI)
18.KaiYang, Qiang Guo, Sheng-Nan Li,Jing-Ti Han, Jian-Guo Liu. Evolution property of Evolutionproperty of the community members for dynamic networks. PLA 381 (2017) 970-975 (SCI)
19.Dan-QingLiu, Zhen-Qiang Wu, Yu-Xin Wang, QiangGuo, Jian-Guo Liu.Optimal teaching strategy in periodicimpulsive knowledge dissemination system. PLoS ONE 12(6)(2017) e**.. (SCI)
20.Qiang Guo, Lei Ji, Jianguo Liu,Jingti Han. Evolution properties of online user preference diversity.Physica A 468 (2017) 698-713. (SCI)
21.Jian-GuoLiu, Jian-Hong Lin, Qiang Guo, Tao Zhou. Locating Locatinginfluential nodes via dynamics-sensitive centrality. Scientific Reports 6 21380(2016).(SCI)
22. Jian-Guo Liu, Lei, Hou, Xue Pan, QiangGuo, Tao Zhou, Stability of the similarity measurements of bipartitenetworks. Scientific Reports 6 18653 (2016).(SCI Nature出版集团刊物)
23.Ren-DeLi, Qiang Guo, Jing-Ti Han, Jian-GuoLiu. Collective behaviors of book holding durations. PLA 380 (2016) 3460-3464.
24.Qiang Guo, Guang Liang, Jia-Qi Fu, Jing-Ti Han, Jian-GuoLiu.Roles of mixing patterns in the network reconstruction. Phys. Rev. E.94, 052303 (2016). (SCI)
25.Xiao-LuLiu, Jian-Guo Liu, Kai Yang, Qiang Guo,Jing-Ti Han. Identifying online user reputation of user-object bipartitenetworks. Physica A 467 508-516(2017). (SCI)
26.PeiYu, Qiang Guo, Ren-De Li, Jing-TiHan, Jian-Guo Liu. Roles of clustering properties for degree-mixing patternnetworks. Int. J. Mod. Phys. C 28(2), ** (2017). (SCI)
27.郭强，刘建国，在线社会系统的用户行为分析研究进展. 复杂系统与复杂性科学 12(2) 97-102 (2015).
28.宋文君，郭强，刘建国. 时间窗口对个性化推荐算法的影响研究. 复杂系统与复杂性科学 12(1) 28-32 (2015).
29.宋文君，郭强，刘建国. 一种改进的混合推荐算法研究. 上海理工大学学报374(4), 327-331 (2015).
30.郭强，宋文君，胡兆龙，侯磊，张一璐，陈芳娇. 基于流行度的非平衡物质扩散推荐算法. 计算机应用 35(12) 3502-3505 (2015).
31.杨凯，刘晓露，林坚洪，成曦，郭强，刘建国. “冰桶挑战” 诱导的社交网络演化分析[J]. 复杂系统与复杂性科学, 13(2):90-96 (2016).
32.Ren-De Li, QiangGuo, Jing-Ti Han, Jian-Guo Liu. Collective behaviors of book holdingdurations. Phys. Lett. A 380, 3460-3464 (2016)(SCI)
33.Jia-Hua Wang, QiangGuo, Kai Yang, Yi-Lu Zhang, Jingti Han, Jian-Guo Liu. Popularity and diversityof online objects. Physica A 461 480-486(2016).(SCI)
34.Lei Guo, Qiang Guo,Jian-Hong Lin, Jian-Guo Liu.Identifying multiple influential spreaders interm of the distance-based coloring. PLA 380 837-842 (2016)(SCI)
35.杨凯，刘晓露，郭强，刘建国.基于多重特征向量的有向网络社团结构划分算法. 电子科技大学学报 45(6),1014-1019 (2016).
36.Li-Ying Tang, Sheng-Nan Li, Jian-Hong Lin, Qiang Guo, Jian-Guo Liu. Communitystructure detection based on the neighbor node degree information. IJMPC 27(4)165046 (2016).(SCI)
37.Xiao-Lu Liu, QiangGuo, Lei Hou, Can Cheng,Jian-Guo Liu*. Ranking online quality and reputation viathe useractivity. Physica A 436, 629-636 (2015).(SCI)
38.宋文君，郭强，刘建国，一种改进的混合推荐算法研究.上海理工大学学报(2015) (已接收).
39.程灿，郭强，刘建国*.网络路由传输策略的研究进展.电子科技大学学报 44(1)2-11 (2015). (EI)
40.Lei Ji,Jian-Guo Liu, Lei Hou, Qiang Guo*.Identifying the role of common interests in onlineuser trust formation. PLoS ONE 10(7), e** (2015)(SCI).
41.Jiang-Pan Wang, QiangGuo, Guang-Yong Yang,Jian-GuoLiu*.Improved knowledge diffusion model based on the collaborationhypernetwork. Physica A 428 250-256 (2015).(SCI).
42.Xiao-Lei Tong,Jian-Guo Liu*, Jiang-Pan Wang, Qiang Guo, Jing Ni. Identifying the spreading ability of nodes inthe network core. Int. J. Mod. Phys. C 26(5) ** (2015).(SCI).
43.Yi-Lu Zhang, QiangGuo,Jing Ni,Jian-Guo Liu*. Memory effect of the online rating formovies. Physica A 417, 261-266(2015).(SCI).
44.张一璐，倪静，郭强，刘建国*. 在线用户兴趣多样性的实证研究.计算机应用研究 31(11)3250-3252 (2014).
45.Jian-Hong Lin, QiangGuo, Wen-Zhao Dong, Li-Ying Wang,Jian-Guo Liu*. Identifying node spreading influence withlargest k-core values. Phys. Lett. A 378(45) 3279-3284 (2014).(SCI).
46.Lei Hou, Xue Pan, QiangGuo,Jian-Guo Liu*.Memory effect of online user preference. Scientific Reports 4, 6560(2014)(SCI).
47.Wen-Jun Song, QiangGuo,Jian-Guo Liu*.Improved hybird information filtering based on limited time window.Physica A. 416 (2014) 192–197. (SCI).
48.Jian-GuoLiu*, Zhuo-Ming Ren, QiangGuo. Evolution characteristics of the network core in the Facebook. PLoSONE 9(8), e104026 (2014).(SCI).
49.Qiang Guo, Wen-JunSong,Jian-Guo Liu*.Ultraaccurate collaborative information filtering via directed user similarity. EPL,107 18001 (2014).(SCI).
50.侯磊，潘雪，刘建国*，郭强，汪秉宏.火灾逃生过程的模拟与讨论--以吉林禽业火灾为例.物理学报43(17)178902（2014）.(SCI).
51.邵凤, 郭强, 曾诗奇,刘建国*, 微博系统网络结构的研究进展,电子科技大学学报43(2) 167-183（2014）.(EI:20**5).
52.Ni Jing, Yi-Lu Zhang, Zhao-Long Hu, Wen-Jun Song, Lei Hou,Qiang Guo,Jian-Guo Liu*, Ceilingeffect of online user interests for the movies.Physica A402, 134-140(2014).(SCI:013,AE2FJ;EI:20**1)
53.Guo Qiang, Wen-JunSong, Lei Hou, Yi-Lu Zhang,Jian-Guo Liu*. Effect of the time window on theheat-conductioninformation filtering.Physica A401, 15-21(2014). (SCI:003,AD8GJ ; EI:20**6)
54.郭强，周继平，郭迎迎，胡兆龙，刘建国*. 考虑负相关信息的协同过滤算法研究.计算机应用研究30(12),3543-3575(2013).
55.Jian-GuoLiu*, Zhao-Long Hu, QiangGuo.Effect of the social influence on topological properties of user-objectbipartite networks.EuropeanPhysical Journal B86(11) 478(2013). (SCI:253ZN;20**9)
56.QiangGuo,YangLi,Jian-Guo Liu*. Informationfiltering based on users' negative opinions.Int. J Mod. Phys. C24(5) **(2013).(SCI:138RL)
57.Jian-GuoLiu*,Zhuo-MingRen,QiangGuoet al. Node importance ranking of complexnetworks.物理学报62(17) 178901(2013).(SCI:224HX)
58.Jian-GuoLiu*,Zhuo-MingRen,QiangGuo. Ranking the spreading influence in complexnetworks.Physica A392(18)4154-4159(2013).(SCI:182FJ;EI:20**9)
59.Qiang Guo, FengShao, Zhao-Long Hu,Jian-GuoLiu*. Statistical properties of the personal social network inthe Facebook.EPL104(2)28004 (2013). (SCI:265EA)
60.冷瑞, 郭强,石珂瑞,刘建国*, 用户集聚系数对协同过滤算法的影响研究,运筹与管理22(1) 88-92 (2013).
61.苏颖,刘建国*, 郭强,田大刚, 考虑负面评价的个性化推荐算法研究,运筹与管理21(6) 17-22 (2012).
62.Jian-GuoLiu*, KeruiShi, Qiang Guo,Solving theaccuracy-diversity dilemma via directed random walks,Phys. Rev. E, 85(1),016118,(2012).(SCI:888FX; EI: 848)
63.Lei Liu,Jian-Guo Liu*, Jing Ni, Qiang Guo, Rui Leng, Kerui Shi, Effects of the high-ordercorrelation on information filtering,Int. J. Mod. Phys. C,23(6),**,(2012).(SCI:967KD）
64.Qiang Guo, RuiLeng, Kerui Shi,Jian-GuoLiu*, Heat conduction information filtering via localinformation of bipartite networks,Euro. Phys. J. B,85(8), 286, (2012).(SCI:000QX; EI:591)
65.Qiang Guo, RuiLeng, Ke-Rui Shi,Jian-GuoLiu*,Information filtering via clustering coefficients ofuser-object bipartite networks,Int. J. Mod. Phys. C,23 (2),** (2012).(SCI: 933FE)
66.刘建国*, 郭强, 预算模式平稳过渡的目标规划模型分析,运筹与管理,21(1),29-33,(2012).
67.石珂瑞,刘建国*, 郭强, 冷瑞, 有向相似性对协同过滤推荐系统的影响研究,复杂系统与复杂性科学,9(3),46-49, (2012).
68.Jian-GuoLiu*, Tao Zhou, QiangGuo,Information filtering via biased heat conduction,Phys. Rev. E,84(3),037101(2011).(SCI: 820ZZ; EI:201**)
69.Jian-GuoLiu*, Qiang Guo,Yi-Cheng Zhang,Information filtering via weighted heat conductionalgorithm,Physica A,390(12),2414–2420, (2011). (SCI:762VZ, EI: 190)
70.刘建国*, 吴蓓蕾, 王超, 郭强, 基于改进用户兴趣点度量方式的推荐算法研究,情报学报,30(11),1158-1162,(2011).
71.Jian-GuoLiu*, Tao Zhou, Bing-Hong Wang, Yi-Cheng Zhang, Qiang Guo, Degree correlation ofbipartite network on personalized recommendation,Int. J. Mod. Phys. C,21(1),137-147,(2010).(SCI: 552DM)
72.Qiang Guo,Jian-Guo Liu*. A modifiedBFGS bundle algorithm based on approximate subgradients.J. Appl. Math. & Informatics,28(5-6),1239-1248,(2010).
73.Qiang Guo,Jian-Guo Liu*, Clusteringeffect of user-object bipartite network on personalized recommendation,Int. J. Mod. Phys. C,21(7),891-901, (2010).(SCI:644SL)
74.Jian-GuoLiu*,Tao Zhou, Bing-Hong Wang, Yi-Cheng Zhang, Qiang Guo, Effect of users'tastes on personalized recommendation,Int. J. Mod. Phys. C,20(12),1925-1932,(2009).(SCI: 541OI)
75.Guo Qiang,Jian-Guo Liu*, Bing-HongWang, Improved collaborative filtering algorithm based on heatconduction,Frontiers ofComputer Science in China,3(3),417-420, (2009).(SCI: V17XY;EI:747)
76.Jian-Guo Liu*,Bing-Hong Wang, Qiang Guo, Improved collaborative filtering algorithm viainformation transformation,Int.J. Mod. Phys. C,20,285-293, (2009).(SCI:414QK; EI:**)
77.刘建国*, 周涛, 郭强, 汪秉宏, 个性化推荐系统的评价方法综述, 复杂系统与复杂性科学,6(3), 1-8, (2009).
78.Jian-Guo Liu*, Tao Zhou, Bing-Hong Wang, Qiang Guo, Structural effects on synchronizabilityof scale-free networks,Int.J. Mod. Phys. C,19(9),1359-1366, (2008).(SCI:363LZ)
79.Qiang Guo,Jian-GuoLiu*,Bing-Hong Wang, Tao Zhou, Xing-Wen Chen, Yu-Hua Yao.Opinion spreading with mobility on scale-free networks,Chin. Phys. Lett.,25(2),773-775, (2008).(SCI:264UT;EI: **)
80.Qiang Guo,Jian-GuoLiu*,Dan-hong Wang, A modified BFGS method and itssuperlinear convergence in nonconvex minimization with general line searchrule,J. Appl. Math.Computing,28(1-2),435-446, (2008).(EI: 576)
81.Qiang Guo,Jian-GuoLiu*,Ming-Jun Zhong, Scale-free network model underexogenous pressures,Int.J. Modelling, Identification and Control,3(1), 79-82,(2008).(EI:809)
82.Qiang Guo,Jian-Guo Liu*,RuiliWang, Xin-Wen Chen, Yu-Hua Yao, Improvement of synchronizability of scale-freenetworks,Chin. Phys. Lett.,24 (8), 2437-2440, (2007).(SCI: 198WF; EI: **)
83.Qiang Guo,Jian-Guo Liu*,Globalconvergence of a modified BFGS-type method for unconstrained non-convexminimization,J. Appl. Math.Comp.,23(1-2),311-319,(2007).(EI: 967)
84.Qiang Guo,Jian-Guo Liu*,Globalconvergence properties of two modified BFGS-Type methods,J. Appl. Math. Comp.,24 (1-2),325-331, (2007).(EI: )
85.Qiang Guo,Jian-Guo Liu*,YanjieLiu, Optimization model for defrayal budget of the finance imbursement,Inter. J. Pure & Appl. Math.,38(4), 555-560, (2007).
86.Qiang Guo,Jian-Guo Liu*,Reconstructthe hierarchical structure of Chinese nature science basic researchnetwork,Inter. J. Pure & Appl.Math.,38(4), 561-566, (2007).
87.Jian-Guo Liu*,Yan-ZhongDang, Zhong-Tuo Wang, Wen-Xu Wang, Tao Zhou, Bing-Hong Wang, Qiang Guo, Self-learning mutualselection model for weighted networks,DCDIS B Supplement, Complex Networks,14 (S7), 33-36, (2007).
88.赵晟莹,郭强, 王文旭,任杰,刘建国*.Researchprogress of competitive process in complex network,电子测量技术4,93-96, (2007).
89.Qiang Guo, Tao Zhou,Jian-Guo Liu*, Wen-Jie Bai, Bing-Hong Wang, Ming Zhao, Growingscale-free small-world networks with tunable assortative coefficient, Physica A,371, 814-822, (2006).(SCI:093WC; EI: 450)
90.Qiang Guo,Jian-Guo Liu*,Antwo phase ABS method for solving over determined systems of linearinequalities,J. Appl. Math.Comp.,21,259-267, (2006).(EI: )
91.Qiang Guo, Jian-Guo Liu*,Xing-WenChen, Optimization model and simulation of the queuing system withquickpass,The 6thWorld Congresson Intelligent Control and Automation,Dalian,1401-1404, (2006).(EI: 434)
92.Qiang Guo,Jian-Guo Liu*,Optimization model of highway toll plaza trafficcapacity,Inter. J. Pure & Appl.Math.,29(2) , 225-232, (2006).
93.Qiang Guo,Jian-Guo Liu*,AnABS method for solving over-determined linear inequalities system,Inter. J. Pure & Appl. Math.,26(1), 55-61, (2006).
94.Qiang Guo, Jian-Guo Liu*,AnABS algorithm for solving over-determined linear inequalities via thealgorithm,Inter. J. Pure & Appl.Math.,25(4), 519-528, (2005).
95.Qiang Guo, Jian-Guo Liu*.Two-phaseABS Method for Solving Over-determined Linear Inequalities System.Inter. J. Pure & Appl. Math. 20(4)507-514 (2005).
96.刘建国*,郭强, 夏尊铨, 混合效应模型的最优区组设计,数学的实践与认识,5, 97-102, (2005).
97.郭强,刘建国,夏尊铨.异方差模型中多种误差分布下的D-最优设计.数学的实践与认识35(9)76-81 (2005).
98.郭强,刘建国.一类构造线性最优设计的算法研究. 大连民族学院学报7(1)35-38 (2005).
99.刘建国,张颖,郭强. 异方差模型下最优设计的等价性及效率比较. 沈阳工业大学学报25(5)441-444(2003).
100. 刘建国,葛仁东, 夏尊铨, 郭强. 非凸函数极小问题的BFGS算法.运筹与管理13(2)62-65 (2004).
101. 郭强,刘建国,葛仁东, 夏尊铨. 混合效应模型中的D-最优设计.运筹与管理12(4) 31-35(2003).
学术专著
郭强，刘建国. 在线社会网络的用户行为建模与分析. 科学出版社, 2017.
刘建国，郭强. 知识系统和电子商务中的网络理论与应用研究. 上海财经大学出版社, 上海，2011.
教材
刘建国，郭强，石珂瑞.电子商务安全管理与支付. 2011.立信会计出版社, 上海.


主讲课程经济模型分析模型研究（研究生）
非线性控制理论（研究生）
数据库基础A（本科生）
电子商务概论A（本科生）
电子商务文献阅读（双语）（本科生）


学术活动与社会服务学术任职
2007.10- 2009.10, 理事, 辽宁省运筹协会.


荣誉