
职称/职务:教授 博士生导师 硕士生导师
主要研究领域:大数据分析,社会网络分析,智能电子商务
电子邮箱:qiang.guo@usst.edu.cn
办公室:经管大楼A楼601-2室
职称/职务:教授 博士生导师 硕士生导师
主要研究领域:大数据分析,社会网络分析,智能电子商务
电子邮箱:qiang.guo@usst.edu.cn
办公室:经管大楼A楼601-2室
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,访问学者,瑞士弗里堡大学 2008.1--2008.2,访问学者,瑞士弗里堡大学 |
主持的项目 国家自然科学基金 1.72171150在线社交用户行为的耦合时序分析理论及其应用研究,48万元2022.01-2025.12 (面上项目) 2.71771152在线社会网络用户声誉的超网络分析理论与方法研究,49万元2018.01-2021.12 (面上项目) 3.71371125基于兴趣图谱的社会网络演化机制研究,50万元,2014.01-2017.12 (面上项目,结题优秀) 4.70901010基于超网络模型的科学知识图谱分析研究,18.5万元,2010.01-2012.12 (青年项目,结题优秀) 教育部 5.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,2014 -2016, (结题). 省级 6.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,2011 -2013(结题). 7.辽宁省教育厅项目一项(结题) 已获批专利 •刘建国,郭强,李梦杰,韩景倜,梁贺君,一种用户画像构建系统,专利号:ZL 2017 1 0844118.6 •刘建国,刘晓露,江明珠,郭强,一种基于在线用户评分的敏锐用户识别的方法,专利号:ZL 2018 1 1414485.3 发表科研论文 1.郭强, 欧阳, 江明珠, 刘建国. 社交网络节点重要性识别研究进展. 电子科技大学学报, 2025, 54(1) 125-151. 2.Qiang Guo, Yong Luo, Yang Ou, Min Liu, Jianguo Liu. Identification of perceptive users based on the graph convolutional network. Expert Systems with Applications 267, 125844 (2025). (SCI) 3.Qiang Guo, Minhui Yi, Jianguo Liu. Identifying Identifying node importance for networked systems in terms of the cascading model. Physics Letters A 527, 129996 (2024). (SCI) 4.Min Liu, Qiang Guo and Jianguo Liu. Effect of network structure on the accuracy of resilience dimension reduction. Front. Phys. 12:1420556 (2024). (SCI) 5.Min Liu, Qiang Guo, Jianguo Liu, Advanced progress of network resilience. EPL, 146, 21001 (2024). (SCI) 6.Ting-Ting Liu, Min Liu, Qiang Guo, Jianguo Liu. Evolution analysis of community members for dynamic bitcoin transaction network. Int. J. Mod. Phys. C, 34(8), 2350103 (2023). (SCI) 7.Ren-De Li, Qiang Guo, Xue-Kui Zhang, Jianguo Liu. Reconstructing community structure of online social network via user opinions. Chaos (2022), 32, 053127. (SCI) 8.Ren-De Li, Qiang Guo, Xue-Kui Zhang, Jianguo Liu. Reconstruction of Unfolding Sub-Events From Social Media Posts. Frontiers in Physics, (2022), 10, 918663. (SCI) 9.Yang Ou, Qiang Guo, Jia-Liang Xing, Jian-Guo Liu. Identification of spreading influence nodes via multi-level structural attributes based on the graph convolutional network. Expert Systems with Applications 203, 117515 (2022). (SCI) 10.Yun Chen, Qiang Guo, Min Liu, Jian-Guo Liu*. Improved gravity model for identifying the influential nodes. EPL 136, 68004 (2021). (SCI) 11.Fan Fang, Tong Wang, Suoyi Tan, Saran Chen, Tao Zhou, Wei Zhang, Qiang Guo, Jianguo Liu*, Petter Holme* and Xin Lu*. Network Structure and Community Evolution Online: Behavioral and Emotional Changes in Response to COVID-19. Frontiers in Public Health (2022) 9 813234. 12.邢佳亮,郭强,刘建国. 融合局部聚类特征的银行间网络重构研究. 电子科技大学学报, 2021, 50(5): 782-787 13.Jia-Qi Fu, Qiang Guo, Kai Yang, Jian-Guo Liu*. Network Reconstruction in Terms of the Priori Structure Information. Frontier in Physics 9 (2021) 732835. 14.Shuhui Guo, Fan Fang, Tao Zhou, Wei Zhang, Qiang Guo, Rui Zeng*, Xiaohong Chen, Jianguo Liu***, Xin Lu****. Improving Google Flu Trends for COVID-19 estimates using Weibo posts. Data Science and Management 3 (2021) 13-21. 15.王哲,郭强,刘建国,基于会计报表和网络中心性的指数增强策略研究. 电子科技大学学报 2021 50(3) 459-466. 16.邓春燕; 郭强; 林青轩; 王雅静; 刘建国. 一种基于用户关注行为的标签预测方法研究. 上海理工大学学报, 2021, 43(3): 313-318 17.李梦杰; 刘建国; 郭强; 李仁德; 汤晓雷. 基于文本挖掘的互联网教育课程主题发现与聚类研究. 上海理工大学学报, 2018, 40(3): 259-266. 18.王雅静; 郭强; 邓春燕; 林青轩; 刘建国. 基于LDA主题模型的用户特征预测研究. 杂系统与复杂性科学, 2020, 17(4): 9-15. 19.Ren-De Li, Qiang Guo, Hao-Tian Ma, Jian-Guo Liu*. Network reconstruction of social networks based on the public information. Chaos 31, 033123 (2021). (SCI) 20.Ren-De Li, Hao-Tian Ma, Zi-Yi Wang, Qiang Guo, Jian-Guo Liu*. Entity perception of Two-Step-Matching framework for public opinions. Journal of Safety Science and Resilience 2020 1 36-43. 21.张林兵,郭强,粱耀州,吴行斌,刘建国*,基于多维行为分析的用户聚类方法研究. 电子科技大学学报 2020 49(2) 315-320. 22.胡小军,郭强,杨凯,王江盼,刘建国. 基于相对熵的多属性作者学术影响力排名研究. 电子科技大学学报 2018 47(2) 279-285. 23.王江盼,郭强,刘建国. 基于PageRank 的合著论文中作者贡献分配算法. 电子科技大学学报 2018 49(6) 918-923. 24.梁耀洲; 郭强; 殷冉冉; 杨剑楠; 刘建国. 基于排名聚合的时序网络节点重要性研究. 电子科技大学学报, 2020, 49(4): 519-523. 25.傅家旗,刘 敏,邓春燕,黄 娟,江明珠,郭 强,刘建国*. 复杂人流网络下的COVID-19 传播模型. 电子科技大学学报 2020 49(3) 383-390. 26.Shaoyong Han, Qiang Guo, Kai Yu, Rende Li, Bing He and Jian-Guo Liu. Statistical mechanism of passenger mobility behaviors for different transportations. IJMPC 2020, 31(6) 2050082. DOI: 10.1142 /S0129183120500825.(SCI) 27.Zi-Juan Zhao, Qiang Guo, Kai Yang, Jian-Guo Liu*. Identifying influential nodes for the networks with community structure. Physica A 551 (2020) 123893. (SCI) 28.Kai Yang, Qiang Guo, Jian-Guo Liu*. Community detection via measuring the strength between nodes for dynamics networks. Physica A 509 (2018), 256-264. (SCI) 29.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. 30.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. 31.张帆,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 32.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. 33.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 34.Jiang-Pan Wang, Qiang Guo, Lei Zhou, Jian-Guo Liu*. Dynamic credit allocation for researchers. Physica A 520 (2019) 208-216. (SCI) 35.Ran-Ran Yin, Qiang Guo, Jian-Nan Yang, Jian-Guo Liu*. Inter-layer similarity-based eigenvector centrality temporal networks. Physica A 512 (2018) 165-173. (SCI JCR一区) 36.Ying-Ying Wu, Qiang Guo, Jian-Guo Liu*, Yi-Cheng Zhang. Effect of the initial configuration for user–object reputation systems. Physica A 502 (2018) 288-294. (SCI JCR一区) 37.Sheng-Nan Li, Qiang Guo, Kai Yang, Jian-Guo Liu*, Yi-Cheng Zhang. Uncovering the popularity mechanisms for Facebook applications. Physica A 494 (2018) 422–429. (SCI JCR一区) 38.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) 39.Jian-Guo Liu*, Ren-De Li, Qiang Guo, Yi-Cheng Zhang. Collective iteration behavior for online social networks. Physica A 499 (2018) 490-497. (SCI JCR一区) 40.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) 41.Jian-Guo Liu*, Qing Zhou, Qiang Guo, Zhen-Hua Yang, Fei Xie, Jing-Ti Han. Knowledge diffusion of dynamical network in terms of interaction frequency. Scientific Reports 7 10755 (2017). (SCI一区) 42.Jian-Guo Liu*, Zi-Yi Wang, Qiang Guo, Lei Guo, Qun Chen, Ying-Zi Wang, Ying-Zi Ni, Identifying multiple influential spreaders via local structural similarity. EPL 119 18001 (2017). (SCI二区) 43.Jian-Guo Liu*, Xiao-Lu Liu, Qiang Guo, Jing-Ti Han. Identifying the perceptive users for online social systems. PLoS ONE 12(7) (2017): e0178118. (SCI) 44.Jiang-Pan Wang, Qiang Guo, Kai Yang, Jingti Han, Jian-Guo Liu*. Credit allocation for research institutes. 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) 45.Kai Yang, Qiang Guo, Sheng-Nan Li, Jing-Ti Han, Jian-Guo Liu*. Evolution property of Evolution property of the community members for dynamic networks. PLA 381(11) (2017) 970-975 (SCI) 46.Dan-Qing Liu, Zhen-Qiang Wu, Yu-Xin Wang, Qiang Guo, Jian-Guo Liu*. Optimal teaching strategy in periodic impulsive knowledge dissemination system. PLoS ONE 12(6) (2017) e0178024.. (SCI) 47.Qiang Guo, Lei Ji, Jianguo Liu*, Jingti Han. Evolution properties of online user preference diversity. Physica A 468 (2017) 698-713. (SCI) 48.Jian-Guo Liu*, Jian-Hong Lin, Qiang Guo, Tao Zhou. Locating Locating influential nodes via dynamics-sensitive centrality. Scientific Reports 6 21380 (2016). (SCI) 49.Jian-Guo Liu*, Lei, Hou, Xue Pan, Qiang Guo, Tao Zhou, Stability of the similarity measurements of bipartite networks. Scientific Reports 6 18653 (2016). (SCI Nature出版集团刊物) 50.郭昕宇, 郭强, 刘建国, 在线用户打分行为长记忆效应与信任关系研究. 计算机应用研究 2019 (8)2275-2278. 51.Ren-De Li, Qiang Guo, Jing-Ti Han, Jian-Guo Liu*. Collective behaviors of book holding durations. PLA 380 (2016) 3460-3464. (SCI) 52.Qiang Guo, Guang Liang, Jia-Qi Fu, Jing-Ti Han, Jian-Guo Liu*. Roles of mixing patterns in the network reconstruction. Phys. Rev. E. 94, 052303 (2016). (SCI) 53.Xiao-Lu Liu, Jian-Guo Liu*, Kai Yang, Qiang Guo, Jing-Ti Han. Identifying online user reputation of user-object bipartite networks. Physica A 467 508-516 (2017). (SCI) 54.Pei Yu, Qiang Guo, Ren-De Li, Jing-Ti Han, Jian-Guo Liu*. Roles of clustering properties for degree-mixing pattern networks. Int. J. Mod. Phys. C 28(2), 1750029 (2017). (SCI) 55.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). 56.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). 57.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). 58.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). 59.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). 60.Ren-De Li, Qiang Guo, Jing-Ti Han, Jian-Guo Liu*. Collective behaviors of book holding durations. Phys. Lett. A 380, 3460-3464 (2016) (SCI) 61.Jia-Hua Wang, Qiang Guo, Kai Yang, Yi-Lu Zhang, Jingti Han, Jian-Guo Liu*. Popularity and diversity of online objects. Physica A 461 480-486 (2016). (SCI) 62.Lei Guo, Qiang Guo, Jian-Hong Lin, Jian-Guo Liu*. Identifying multiple influential spreaders in term of the distance-based coloring. PLA 380 837-842 (2016) (SCI) 63.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). 64.Li-Ying Tang, Sheng-Nan Li, Jian-Hong Lin, Qiang Guo, Jian-Guo Liu*. Community structure detection based on the neighbor node degree information. IJMPC 27(4) 1650046 (2016). (SCI) 65.Xiao-Lu Liu, Qiang Guo, Lei Hou, Can Cheng, Jian-Guo Liu*. Ranking online quality and reputation via the user activity. Physica A 436, 629-636 (2015). (SCI) 66.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). 67.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) 68.Lei Ji, Jian-Guo Liu*, Lei Hou, Qiang Guo*. Identifying the role of common interests in online user trust formation. PLoS ONE 10(7), e0121105 (2015) (SCI). 69.Jiang-Pan Wang, Qiang Guo, Guang-Yong Yang, Jian-Guo Liu*.Improved knowledge diffusion model based on the collaboration hypernetwork. Physica A 428 250-256 (2015). (SCI). 70.Xiao-Lei Tong, Jian-Guo Liu*, Jiang-Pan Wang, Qiang Guo, Jing Ni. Identifying the spreading ability of nodes in the network core. Int. J. Mod. Phys. C 26(5) 1550059 (2015).(SCI). 71.Yi-Lu Zhang, Qiang Guo, Jing Ni, Jian-Guo Liu*. Memory effect of the online rating for movies. Physica A 417, 261-266 (2015). (SCI). 72.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). 73.Jian-Hong Lin, Qiang Guo, Wen-Zhao Dong, Li-Ying Wang, Jian-Guo Liu*. Identifying node spreading influence with largest k-core values. Phys. Lett. A 378(45) 3279-3284 (2014).(SCI). 74.Lei Hou, Xue Pan, Qiang Guo, Jian-Guo Liu*. Memory effect of online user preference. Scientific Reports 4, 6560 (2014) (SCI). 75.Wen-Jun Song, Qiang Guo, Jian-Guo Liu*. Improved hybird information filtering based on limited time window. Physica A. 416 (2014) 192–197. (SCI). 76.Jian-Guo Liu*, Zhuo-Ming Ren, Qiang Guo. Evolution characteristics of the network core in the Facebook. PLoS ONE 9(8), e104028 (2014). (SCI). 77.Qiang Guo, Wen-Jun Song, Jian-Guo Liu*. Ultra accurate collaborative information filtering via directed user similarity. EPL, 107 18001 (2014). (SCI). 78.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). 79.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:20141717623255). 80.Ni Jing, Yi-Lu Zhang, Zhao-Long Hu, Wen-Jun Song, Lei Hou, Qiang Guo, Jian-Guo Liu*, Ceiling effect of online user interests for the movies. Physica A 402, 134-140 (2014).(SCI) 81.Guo Qiang, Wen-Jun Song, Lei Hou, Yi-Lu Zhang, Jian-Guo Liu*. Effect of the time window on the heat-conduction information filtering. Physica A 401, 15-21 (2014). (SCI) 82.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). 83.Jian-Guo Liu*, Zhao-Long Hu, Qiang Guo. Effect of the social influence on topological properties of user-object bipartite networks. European Physical Journal B 86(11) 478 (2013). (SCI) 84.Qiang Guo, Yang Li, Jian-Guo Liu*. Information filtering based on users' negative opinions. Int. J Mod. Phys. C 24(5) 1350032 (2013). (SCI:138RL) 85.Jian-Guo Liu*, Zhuo-Ming Ren, Qiang Guo et al. Node importance ranking of complex networks. 物理学报 62(17) 178901 (2013). (SCI:224HX) 86.Jian-Guo Liu*, Zhuo-Ming Ren, Qiang Guo. Ranking the spreading influence in complex networks. Physica A 392(18) 4154-4159 (2013). (SCI:182FJ) 87.Qiang Guo, Feng Shao, Zhao-Long Hu, Jian-Guo Liu*. Statistical properties of the personal social network in the Facebook. EPL 04(2) 28004 (2013). (SCI:265EA) 88.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). 89.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). 90.Jian-Guo Liu*, Kerui Shi, Qiang Guo. Solving the accuracy-diversity dilemma via directed random walks, Phys. Rev. E, 85(1), 016118, (2012). (SCI: 888FX; EI: 20120614757848) 91.Lei Liu, Jian-Guo Liu*, Jing Ni, Qiang Guo, Rui Leng, Kerui Shi, Effects of the high-order correlation on information filtering, Int. J. Mod. Phys. C, 23(6), 1250045, (2012). (SCI: 967KD) 92.Qiang Guo, Rui Leng, Kerui Shi, Jian-Guo Liu*. Heat conduction information filtering via local information of bipartite networks, Euro. Phys. J. B, 85(8), 286, (2012). (SCI: 000QX; EI: 20123915470591) 93.Qiang Guo, Rui Leng, Ke-Rui Shi, Jian-Guo Liu*. Information filtering via clustering coefficients of user-object bipartite networks, Int. J. Mod. Phys. C, 23 (2), 1250012 (2012).(SCI: 933FE) 94.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). 95.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). 96.Jian-Guo Liu*, Tao Zhou, Qiang Guo, Information filtering via biased heat conduction, Phys. Rev. E, 84(3), 037101 (2011). (SCI: 820ZZ; EI: 20113914366695) 97.Jian-Guo Liu*, Qiang Guo, Yi-Cheng Zhang, Information filtering via weighted heat conduction algorithm, Physica A, 390(12), 2414–2420, (2011). (SCI: 762VZ, EI: 20111613919190) 98.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) . 99.Jian-Guo Liu*, Tao Zhou, Bing-Hong Wang, Yi-Cheng Zhang, Qiang Guo. Degree correlation of bipartite network on personalized recommendation, Int. J. Mod. Phys. C, 21(1), 137-147, (2010). (SCI: 552DM) 100.Qiang Guo, Jian-Guo Liu*. A modified BFGS bundle algorithm based on approximate subgradients.J. Appl. Math. & Informatics, 28(5-6), 1239-1248, (2010). 101.Qiang Guo, Jian-Guo Liu*, Clustering effect of user-object bipartite network on personalized recommendation, Int. J. Mod. Phys. C, 21(7), 891-901, (2010). (SCI:644SL) 102.Jian-Guo Liu*, 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) 103.Guo Qiang, Jian-Guo Liu*, Bing-Hong Wang. Improved collaborative filtering algorithm based on heat conduction, Frontiers of Computer Science in China, 3(3), 417-420, (2009).(SCI: V17XY; EI: 20095012547747) 104.Jian-Guo Liu*, Bing-Hong Wang, Qiang Guo. Improved collaborative filtering algorithm via information transformation, Int. J. Mod. Phys. C, 20, 285-293, (2009). (SCI: 414QK; EI:10877689) 105.Jian-Guo Liu*, Tao Zhou, Bing-Hong Wang, Qiang Guo. Structural effects on synchronizability of scale-free networks, Int. J. Mod. Phys. C, 19(9), 1359-1366, (2008). (SCI:363LZ) 106.Qiang Guo, Jian-Guo Liu*, 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: 9972325) 107.Qiang Guo, Jian-Guo Liu*, Dan-hong Wang. A modified BFGS method and its superlinear convergence in nonconvex minimization with general line search rule, J. Appl. Math. Computing, 28(1-2),435-446, (2008).(EI: 20083311448576) 108.Qiang Guo, Jian-Guo Liu*, Ming-Jun Zhong, Scale-free network model under exogenous pressures, Int. J. Modelling, Identification and Control, 3(1), 79-82, (2008). (EI: 20082111273809) 109.Qiang Guo, Jian-Guo Liu*, Ruili Wang, Xin-Wen Chen, Yu-Hua Yao, Improvement of synchronizability of scale-free networks, Chin. Phys. Lett., 24 (8), 2437-2440, (2007).(SCI: 198WF; EI: 9974752) 110.Qiang Guo, Jian-Guo Liu*, Global convergence of a modified BFGS-type method for unconstrained non-convex minimization, J. Appl. Math. Comp., 23(1-2), 311-319, (2007). (EI: 20072310639967) 111.Qiang Guo, Jian-Guo Liu*, Global convergence properties of two modified BFGS-Type methods, J. Appl. Math. Comp. ,24 (1-2), 325-331, (2007). (EI: 070410385600) 112.Qiang Guo, Jian-Guo Liu*, Yanjie Liu, Optimization model for defrayal budget of the finance imbursement, Inter. J. Pure & Appl. Math.,38(4), 555-560, (2007). 113.Qiang Guo, Jian-Guo Liu*, Reconstruct the hierarchical structure of Chinese nature science basic research network, Inter. J. Pure & Appl. 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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) |
学术任职 2007.10- 2009.10, 理事, 辽宁省运筹协会. |