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·878· 智能系统学报 第15卷 2015,33(3)123-129 [22]ESTRADA E.Subgraph centrality and clustering in com- [12]王众托.关于超网络的一点思考).上海理工大学学 plex hyper-networks[J].Physica A:statistical mechanics 报，2011,33(3)：229-237. and its applications,2006,364:581-594 WANG Zhongtuo.Reflection on supernetwork[J].Journ- [23]DENNING P J.The science of computing:what is com- al of University of Shanghai for Science and Technology, puter science?[J].American scientist,1985,73(1):16-19. 2011,33(3229-237. [24]马宁，田儒雅，刘怡君，等.基于动态网络分析(DNA)的 [13]索琪，郭进利.基于超图的超网络：结构及演化机制) 意见领袖识别研究U.科研管理，2014,35(8)：83-92. 系统工程理论与实践，2017,37(3)：720-734 MA Ning,TIAN Ruya,LIU Yijun,et al.Science re- SUO Qi,GUO Jinli.The structure and dynamics of hyper- search management[J].Science research management, networks[J].Systems engineering-theory practice, 2014.35(8):83-92 2017,37(3):720-734. [25]LAZARSFELD P F.BERELSON B,GAUDET H.The [14]沈乾.刘怡君.多层同步网铬在舆情仿真研究中的应 people's choice:how the voter makes up his mind in a 用).系统工程理论与实践，2017,371)182-190. presidential campaign[M].New York:Columbia Uni- SHEN Qian,LIU Yijun.Public opinion simulation re- versity Press,1944. search based on multilayer synchronization network[J]. [26]史波.公共危机事件网络舆情内在演变机理研究).情 Systems engineering-theory practice,2017,37(1): 报杂志，2010,29(4)：41-45 182-190. SHI Bo.A study of the intrinsic evolution mechanism for [15]马宁，刘怡君.基于超网络的舆情演化多主体建模。 network sentiment of public crisis events[J].Journal of in- 系统管理学报，2015,246)：785-794. telligence,2010,29(4):41-45. MA Ning,LIU Yijun.Multi-agent modeling of public [27]王光辉，刘怡君，迟钰雪.舆论危机的异化极化效应研 opinion evolution based on SuperNetwork analysis[J]. 究[J.管理科学学报，2017,20(3)：148-160 Journal of systems management,2015,24(6):785-794. WANG Guanghui,LIU Yijun,CHI Yuxue.Alienation [16]WANG Fuhong,GUO Jinli,SHEN Aizhong,et al. mechanism and polarization effect of public opinion Evolving hypernetwork model based on WeChat user re- crisis[J].Journal of management sciences in China,2017, lations[EB/OL].https://arxiv.org/abs/1511.01697,2015. 20(3y:148-160 [17刀田儒雅，刘怡君，牛文元.舆论超网络的领袖引导模 [28]王光辉，刘怡君.网络奥论危机事件的蔓延扩散效应研 型[).中国管理科学，2014,22(10)：136-141 究).中国管理科学，2015,23(7)：119-126 TIAN Ruya,LIU Yijun,NIU Wenyuan.Leader-guiding WANG Guanghui,LIU Yijun.Study on spread mechan- model of online opinion Supernetwork[J].Chinese journ- ism and diffusion effect of network public opinion al of management science,2014,22(10):136-141. crisis[J].Chinese journal of management science,2015, [18]WHANG JJ,GLEICH D F,DHILLON I S.Overlapping 23(7):119-126. community detection using seed set expansion[C]//Pro- [29]马宁，刘怡君.基于超网络的舆论领袖识别应用研 ceedings of the 22nd ACM International Conference on 究).中国科学院院刊，2012,27(5)：586-594 Information Knowledge Management.San Francisco, MA Ning,LIU Yijun.Recognition of online opinion lead- USA,2013. ers based on Supernetwork analysis[J].Bulletin of the [19]XIE Zheng,YI Dongyun,OUYANG Zhenzheng,et al. Chinese academy of sciences,2012,27(5):586-594. Hyperedge communities and modularity reveal structure [30]GHOSHAL G,ZLATIC V,CALDARELLI G,et al.Ran- for documents[J].Chinese physics letters,2012,29(3): dom hypergraphs and their applications[J].Physical re- 038902. view E,2009,79(6):066118. [20]KAPOOR K,SHARMA D,SRIVASTAVA J.Weighted 作者简介： node degree centrality for hypergraphs[C]//Proceedings of 熊尧，硕士研究生，主要研究方向 the 2013 IEEE 2nd Network Science Workshop.West 为智能数据管理与分析。 Point,USA,2013. [21]ZHANG Qianming,LU Linyuan,WANG Wenqiang,et al.Correction:potential theory for directed networks[]. PLoS one,2013,8(8:e554372015, 33(3): 123–129. 王众托. 关于超网络的一点思考 [J]. 上海理工大学学 报, 2011, 33(3): 229–237. WANG Zhongtuo. Reflection on supernetwork[J]. Journal of University of Shanghai for Science and Technology, 2011, 33(3): 229–237. [12] 索琪, 郭进利. 基于超图的超网络: 结构及演化机制 [J]. 系统工程理论与实践, 2017, 37(3): 720–734. SUO Qi, GUO Jinli. The structure and dynamics of hypernetworks[J]. Systems engineering-theory & practice, 2017, 37(3): 720–734. [13] 沈乾, 刘怡君. 多层同步网络在舆情仿真研究中的应 用 [J]. 系统工程理论与实践, 2017, 37(1): 182–190. SHEN Qian, LIU Yijun. Public opinion simulation research based on multilayer synchronization network[J]. Systems engineering-theory & practice, 2017, 37(1): 182–190. [14] 马宁, 刘怡君. 基于超网络的舆情演化多主体建模 [J]. 系统管理学报, 2015, 24(6): 785–794. MA Ning, LIU Yijun. Multi-agent modeling of public opinion evolution based on SuperNetwork analysis[J]. Journal of systems & management, 2015, 24(6): 785–794. [15] WANG Fuhong, GUO Jinli, SHEN Aizhong, et al. Evolving hypernetwork model based on WeChat user relations[EB/OL].https: //arxiv.org/abs/1511.01697, 2015. [16] 田儒雅, 刘怡君, 牛文元. 舆论超网络的领袖引导模 型 [J]. 中国管理科学, 2014, 22(10): 136–141. TIAN Ruya, LIU Yijun, NIU Wenyuan. Leader-guiding model of online opinion Supernetwork[J]. Chinese journal of management science, 2014, 22(10): 136–141. [17] WHANG J J, GLEICH D F, DHILLON I S. Overlapping community detection using seed set expansion[C]//Proceedings of the 22nd ACM International Conference on Information & Knowledge Management. San Francisco, USA, 2013. [18] XIE Zheng, YI Dongyun, OUYANG Zhenzheng, et al. Hyperedge communities and modularity reveal structure for documents[J]. Chinese physics letters, 2012, 29(3): 038902. [19] KAPOOR K, SHARMA D, SRIVASTAVA J. Weighted node degree centrality for hypergraphs[C]//Proceedings of the 2013 IEEE 2nd Network Science Workshop. West Point, USA, 2013. [20] ZHANG Qianming, LÜ Linyuan, WANG Wenqiang, et al. Correction: potential theory for directed networks[J]. PLoS one, 2013, 8(8): e55437. [21] ESTRADA E. Subgraph centrality and clustering in complex hyper-networks[J]. Physica A: statistical mechanics and its applications, 2006, 364: 581–594. [22] DENNING P J. The science of computing: what is computer science?[J]. American scientist, 1985, 73(1): 16–19. [23] 马宁, 田儒雅, 刘怡君, 等. 基于动态网络分析 (DNA) 的 意见领袖识别研究 [J]. 科研管理, 2014, 35(8): 83–92. MA Ning, TIAN Ruya, LIU Yijun, et al. Science research management[J]. Science research management, 2014, 35(8): 83–92. [24] LAZARSFELD P F, BERELSON B, GAUDET H. The people’s choice: how the voter makes up his mind in a presidential campaign[M]. New York: Columbia University Press, 1944. [25] 史波. 公共危机事件网络舆情内在演变机理研究 [J]. 情 报杂志, 2010, 29(4): 41–45. SHI Bo. A study of the intrinsic evolution mechanism for network sentiment of public crisis events[J]. Journal of intelligence, 2010, 29(4): 41–45. [26] 王光辉, 刘怡君, 迟钰雪. 舆论危机的异化极化效应研 究 [J]. 管理科学学报, 2017, 20(3): 148–160. WANG Guanghui, LIU Yijun, CHI Yuxue. Alienation mechanism and polarization effect of public opinion crisis[J]. Journal of management sciences in China, 2017, 20(3): 148–160. [27] 王光辉, 刘怡君. 网络舆论危机事件的蔓延扩散效应研 究 [J]. 中国管理科学, 2015, 23(7): 119–126. WANG Guanghui, LIU Yijun. Study on spread mechanism and diffusion effect of network public opinion crisis[J]. Chinese journal of management science, 2015, 23(7): 119–126. [28] 马宁, 刘怡君. 基于超网络的舆论领袖识别应用研 究 [J]. 中国科学院院刊, 2012, 27(5): 586–594. MA Ning, LIU Yijun. Recognition of online opinion leaders based on Supernetwork analysis[J]. Bulletin of the Chinese academy of sciences, 2012, 27(5): 586–594. [29] GHOSHAL G, ZLATIĆ V, CALDARELLI G, et al. Random hypergraphs and their applications[J]. Physical review E, 2009, 79(6): 066118. [30] 作者简介： 熊尧，硕士研究生，主要研究方向 为智能数据管理与分析。 ·878· 智 能 系 统 学 报 第 15 卷