[1]王润芳,陈增强,刘忠信.融合朴素贝叶斯方法的复杂网络链路预测[J].智能系统学报,2019,14(1):99-107.[doi:10.11992/tis.201810025]
 WANG Runfang,CHEN Zengqiang,LIU Zhongxin.Link prediction in complex networks with syncretic naive Bayes methods[J].CAAI Transactions on Intelligent Systems,2019,14(1):99-107.[doi:10.11992/tis.201810025]
点击复制

融合朴素贝叶斯方法的复杂网络链路预测

参考文献/References:
[1] LIU Yangyang, ZHAO Chengli, WANG Xiaojie, et al. The degree-related clustering coefficient and its application to link prediction[J]. Physica A:statistical mechanics and its applications, 2016, 454:24-33.
[2] 何大韧, 刘宗华, 汪秉宏. 复杂系统与复杂网络[M]. 北京:高等教育出版社, 2009.
[3] 刘宏鲲, 吕琳媛, 周涛. 利用链路预测推断网络演化机制[J]. 中国科学, 2011, 41(7):816-823 LIU Hongkun, LÜ Linyuan, ZHOU Tao. Infer network evolution mechanism by using link prediction[J]. Chinese science, 2011, 41(7):816-823
[4] 张学龙, 王军进. 链路预测下能源供应链网络合作演化机制研究[J]. 智能系统学报, 2017, 12(2):221-228 ZHANG Xuelong, WANG Junjin. On the evolution cooperation mechanism of energy supply chain networks under link prediction[J]. CAAI transactions on Intelligent Systems, 2017, 12(2):221-228
[5] ZHOU Tao, REN Jie, MEDO M, et al. Bipartite network projection and personal recommendation[J]. Physical review e, 2007, 76(4):046115.
[6] LÜ Linyuan, ZHOU Tao. Link prediction in complex networks:a survey[J]. Physica A:statistical mechanics and its applications, 2011, 390(6):1150-1170.
[7] LIBEN-NOWELL D, KLEINBERG J. The link-prediction problem for social networks[J]. Journal of the American society for information science and technology, 2007, 58(7):1019-1031.
[8] ADAMIC L A, ADAR E. Friends and neighbors on the Web[J]. Social networks, 2003, 25(3):211-230.
[9] ZHOU Tao, LÜ Linyuan, ZHANG Yicheng. Predicting missing links via local information[J]. The European physical journal B, 2009, 71(4):623-630.
[10] LIU Weiping, LÜ Linyuan. Link prediction based on local random walk[J]. EPL (europhysics letters), 2010, 89(5):58007.
[11] LÜ Linyuan, ZHOU Tao. Link prediction in weighted networks:the role of weak ties[J]. EPL (europhysics letters), 2010, 89(1):18001.
[12] LIU Zhen, ZHANG Qianming, LÜ Linyuan, et al. Link prediction in complex networks:a local naïve Bayes model[J]. EPL (europhysics letters), 2011, 96(4):48007.
[13] VALVERDE-REBAZA J C, DE ANDRADE LOPES A. Link prediction in online social networks using group information[C]//Proceedings of the 14th International Conference on Computational Science and Its Applications. Guimarães, Portugal, 2014:31-45.
[14] VALVERDE-REBAZA J, VALEJO A, BERTON L, et al. A naïve Bayes model based on overlapping groups for link prediction in online social networks[C]//Proceedings of the 30th Annual ACM Symposium on Applied Computing. Salamanca, Spain, 2015:1136-1141.
[15] WU Jiehua. A generalized tree augmented naive Bayes link prediction model[J]. Journal of computational science, 2018, 27:206-217.
[16] 闫玲玲, 陈增强, 张青. 基于度和聚类系数的中国航空网络重要性节点分析[J]. 智能系统学报, 2016, 11(5):586-593 YAN Lingling, CHEN Zengqiang, ZHANG Qing. Analysis of key nodes in China’s aviation network based on the degree centrality indicator and clustering coefficient[J]. CAAI transactions on intelligent systems, 2016, 11(5):586-593
[17] PUJARI M, KANAWATI R. Link prediction in complex networks by supervised rank aggregation[C]//Proceedings of the 2012 IEEE 24th International Conference on Tools with Artificial Intelligence. Athens, Greece, 2012:782-789.
[18] LI Yun, NIU Kai, TIAN Baoyu. Link prediction in Sina Microblog using comprehensive features and improved SVM algorithm[C]//Proceedings of the 2014 IEEE 3rd International Conference on Cloud Computing and Intelligence Systems. Shenzhen, China, 2014:18-22.
[19] YUAN Weiwei, HE Kangya, GUAN Donghai, et al. Graph kernel based link prediction for signed social networks[J]. Information fusion, 2019, 46:1-10.
[20] 孙诚, 王志海. 社会网络中基于神经网络的链路预测方法[J]. 数学建模及其应用, 2017, 6(4):10-17 SUN Cheng, WANG Zhihai. The link prediction algorithms based on neural networks in social networks[J]. Mathematical modeling and its applications, 2017, 6(4):10-17
[21] LI Jichao, ZHAO Danling, GE Bingfeng, et al. A link prediction method for heterogeneous networks based on BP neural network[J]. Physica A:statistical mechanics and its applications, 2018, 495:1-17.
[22] XIAO Yunpeng, LI Xixi, WANG Haohan, et al. 3-HBP:a three-level hidden Bayesian link prediction model in social networks[J]. IEEE transactions on computational social systems, 2018, 5(2):430-443.
[23] 李勇军, 尹超, 于会, 等. 基于最大熵模型的微博传播网络中的链路预测[J]. 物理学报, 2016, 65(2):31-41 LI Yongjun, YIN Chao, YU Hui, et al. Link prediction in microblog retweet network based on maximum entropy model[J]. Acta physica sinica, 2016, 65(2):31-41
[24] WANG Yisen, LIU Fangbing, XIA Shutao, et al. Link sign prediction by variational Bayesian probabilistic matrix factorization with student-t prior[J]. Information sciences, 2017, 405:175-189.
相似文献/References:
[1]王 龙,伏 锋,陈小杰,等.复杂网络上的群体决策[J].智能系统学报,2008,3(2):95.
 WANG Long,FU Feng,CHEN Xiao-jie,et al.Collective decision-making over complex networks[J].CAAI Transactions on Intelligent Systems,2008,3(1):95.
[2]夏承遗,刘忠信,陈增强,等.复杂网络上的传播动力学及其新进展[J].智能系统学报,2009,4(5):392.[doi:10.3969/j.issn.1673-4785.2009.05.002]
 XIA Cheng-yi,LIU Zhong-xin,CHEN Zeng-qiang,et al.Transmission dynamics in complex networks[J].CAAI Transactions on Intelligent Systems,2009,4(1):392.[doi:10.3969/j.issn.1673-4785.2009.05.002]
[3]李伟,杨晓峰,张重阳,等.复杂网络社团的投影聚类划分[J].智能系统学报,2011,6(1):57.
 LI Wei,YANG Xiaofeng,ZHANG Chongyang,et al.A clustering method for community detection on complex networks[J].CAAI Transactions on Intelligent Systems,2011,6(1):57.
[4]孙世温,夏承遗,王莉.基于复杂网络的软件结构度量方法综述[J].智能系统学报,2011,6(3):208.
 SUN Shiwen,XIA Chengyi,WANG Li.Survey of the measurement of software structures based on complex networks[J].CAAI Transactions on Intelligent Systems,2011,6(1):208.
[5]赵敬,夏承遗,孙世温,等.复杂网络上同时考虑感染延迟和非均匀传播的SIR模型[J].智能系统学报,2013,8(2):128.[doi:10.3969/j.issn.1673-4785.201210027]
 ZHAO Jing,XIA Chengyi,SUN Shiwen,et al.A novel SIR model with infection delay and nonuniform transmission in complex networks[J].CAAI Transactions on Intelligent Systems,2013,8(1):128.[doi:10.3969/j.issn.1673-4785.201210027]
[6]仇建平,陈立潮,潘理虎.牵制控制下复杂网络的同步性研究[J].智能系统学报,2014,9(6):734.[doi:10.3969/j.issn.1673-4785.201311014]
 QIU Jianping,CHEN Lichao,PAN Lihu.Synchronization in complex networks via pinning control[J].CAAI Transactions on Intelligent Systems,2014,9(1):734.[doi:10.3969/j.issn.1673-4785.201311014]
[7]刘富,姜奕含,邹青宇.复杂网络结构比对算法研究进展[J].智能系统学报,2015,10(4):508.[doi:10.3969/j.issn.1673-4785.201408006]
 LIU Fu,JIANG Yihan,ZOU Qingyu.Advances in algorithms for construction alignment of complex networks research[J].CAAI Transactions on Intelligent Systems,2015,10(1):508.[doi:10.3969/j.issn.1673-4785.201408006]
[8]晁永翠,纪志坚,王耀威,等.复杂网络在路形拓扑结构下可控的充要条件[J].智能系统学报,2015,10(4):577.[doi:10.3969/j.issn.1673-4785.201411031]
 CHAO Yongcui,JI Zhijian,WANG Yaowei,et al.Necessary and sufficient conditions for the controllability of complex networks with path topology[J].CAAI Transactions on Intelligent Systems,2015,10(1):577.[doi:10.3969/j.issn.1673-4785.201411031]
[9]王景丽,许立波,庞超逸.复杂网络中的在线社交网络演化模型[J].智能系统学报,2015,10(6):949.[doi:10.11992/tis.201507042]
 WANG Jingli,XU Libo,PANG Chaoyi.Evolution model of online social networks based on complex networks[J].CAAI Transactions on Intelligent Systems,2015,10(1):949.[doi:10.11992/tis.201507042]
[10]郑文萍,张浩杰,王杰.基于稠密子图的社区发现算法[J].智能系统学报,2016,11(3):426.[doi:10.11992/tis.201603045]
 ZHENG Wenping,ZHANG Haojie,WANG Jie.Community detection algorithm based on dense subgraphs[J].CAAI Transactions on Intelligent Systems,2016,11(1):426.[doi:10.11992/tis.201603045]

备注/Memo

收稿日期:2018-10-23。
基金项目:国家自然科学基金项目(61573199,61573197).天津市自然科学基金项目(14JCYBJC18700).
作者简介:王润芳,女,1994年生,硕士研究生,主要研究方向为智能系统预测与控制;陈增强,男,1964年生,教授,博士生导师,中国系统仿真学会理事,中国人工智能学会智能空天系统专业委员会副主任,控制理论专业委员会委员、天津市人民政府学科评议组控制学科组成员、天津市自动化学会理事,担任多个期刊的编委,主要研究方向为智能预测控制、复杂动态网络与混沌系统。主持完成国家863项目和国家自然科学基金项目6项,获得省部级科技进步奖4次。发表学术论文300余篇;刘忠信,男,1975年生,教授,博士生导师,中国人工智能学会智能空天系统专业委员会委员、中国智能物联系统建模与仿真专业委员会委员、天津市系统工程学会理事,主要研究方向为群体智能与复杂动态网络、计算机控制。发表学术论文180余篇。
通讯作者:陈增强.E-mail:chenzq@nankai.edu.cn

更新日期/Last Update: 1900-01-01
Copyright @ 《 智能系统学报》 编辑部
地址:(150001)黑龙江省哈尔滨市南岗区南通大街145-1号楼 电话:0451- 82534001、82518134