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·228 智能系统学报 第12卷 Lu Linyuan.Link prediction on complex networks[.Jour- [20]HANLEY J A,MCNEIL B J.The meaning and use of the nal of university of electronic science and technology of Chi- area under a receiver operating characteristic (ROC)curve na,2010,39(5):651-661. [J].Radiology,1982,143(1):29-36. [9]Lu Linyuan,ZHOU Tao.Link prediction in complex net- [21]HERLOCKER J L,KONSTAN J A,TERVEEN L G,et works:a survey[J].Physica A:statistical mechanics and al.Evaluating collaborative filtering recommender systems its applications,2011,390(6):1150-1170. [J].ACM transactions on information systems,2004,22 [10]GETOOR L,DIEHL C P.Link mining:a survey [J]. (1):5-53. ACM SIGKDD explorations newsletter,2005,7(2):3- [22]ZHOU Tao,REN Jie,MEDO M,et al.Bipartite network 12. projection and personal recommendation[J].Physical re- [11]LIBEN-NOWELL D,KLEINBERG J.The link prediction view E,2007,76(4):046115. problem for social networks[J].Journal of the American [23]FAWCETT T.An introduction to ROC analysis[J].Pattern society for information science and technology,2007,58 recognition letters,2006,27(8):861-874. (7):1019-1031. [24]LORRAIN F,WHITE H C.Structural equivalence of indi- [12]ZHOU Tao,Lu Linyuan,ZHANG Yicheng.Predicting viduals in social networks[J].The journal of mathematical missing links via local information [J].The European s0 ciology,1971,1(1):49-80. physical journal B,2009,71(4):623-630 [25]XIE Yanbo,ZHOU Tao,WANG Binghong.Scale-free net- [13]CLAUSET A,MOORE C,NEWMAN M E J.Hierarchical works without growth[J].Physica A:statistical mechanics structure and the prediction of missing links in networks and its applications,2008,387(7):1683-1688. [J].Nature,2008,453(7191):98-101. [26]Lii Linyuan,JIN Cihang,ZHOU Tao.Similarity index [14]GUIMERa R,SALES-PARDO M.Missing and spurious in- based on local paths for link prediction of complex net- teractions and the reconstruction of complex networks[J]. works[J].Physical review E.2009.80(4):046122. Proceedings of the national academy of sciences of the U. [27]KATZ L.A new status index derived from sociometric anal- nited States of America,2009,106(52):22073-22078. ysis[J].Psychometrika,1953,18(1):39-43. [15]ADAMIC L A,HUBERMAN B A.Power-law distribution [28]BRIN S,PAGE L.The anatomy of a large-scale hypertex- of the world wide web[J].Science,2000,287(5461): tual Web search engine[J].Computer networks and ISDN 2115. systems,1998,30(1):107-117. [16]NEWMAN M E J.The structure of scientific collaboration 作者简介: networks[J].Proceedings of the national academy of sci- 张学龙.男,1978年生,副教授.博 ences of the United States of America.2001,98(2):404 士,主要研究方向为供应链管理、工业 -409. 工程,决策分析。 [17]ALBERT R,BARABGSI A L.Statistical mechanics of complex networks[J].Reviews of modern physics,2002, 74(1):47-97. [18]DOROGOVTSEV S N,MENDES J FF.Evolution of net- 王军进,男,1990年生,硕士研究 works[J].Advances in physics,2002,51(4):1079- 生,主要研究方向为供应链管理。 1187. [19]BARABOSI A L,Albert R.Emergence of scaling in ran- dom networks[J].Science,1999,286(5439):509-512.Lü Linyuan. Link prediction on complex networks[J]. Jour⁃ nal of university of electronic science and technology of Chi⁃ na, 2010, 39(5): 651-661. [9] Lü Linyuan, ZHOU Tao. Link prediction in complex net⁃ works: a survey[ J]. Physica A: statistical mechanics and its applications, 2011, 390(6): 1150-1170. [10] GETOOR L, DIEHL C P. Link mining: a survey [ J]. ACM SIGKDD explorations newsletter, 2005, 7(2): 3- 12. [11]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. [12] ZHOU Tao, Lü Linyuan, ZHANG Yicheng. Predicting missing links via local information [ J ]. The European physical journal B, 2009, 71(4): 623-630. [13]CLAUSET A, MOORE C, NEWMAN M E J. Hierarchical structure and the prediction of missing links in networks [J]. Nature, 2008, 453(7191): 98-101. [14]GUIMERà R, SALES⁃PARDO M. Missing and spurious in⁃ teractions and the reconstruction of complex networks[ J]. Proceedings of the national academy of sciences of the U⁃ nited States of America, 2009, 106(52): 22073-22078. [15]ADAMIC L A, HUBERMAN B A. Power⁃law distribution of the world wide web[ J]. Science, 2000, 287( 5461): 2115. [16]NEWMAN M E J. The structure of scientific collaboration networks[J]. Proceedings of the national academy of sci⁃ ences of the United States of America, 2001, 98(2): 404 -409. [17] ALBERT R, BARABáSI A L. Statistical mechanics of complex networks[J]. Reviews of modern physics, 2002, 74(1): 47-97. [18]DOROGOVTSEV S N, MENDES J F F. Evolution of net⁃ works[ J]. Advances in physics, 2002, 51 ( 4): 1079 - 1187. [19]BARABáSI A L, Albert R. Emergence of scaling in ran⁃ dom networks[J]. Science, 1999, 286(5439): 509-512. [20]HANLEY J A, MCNEIL B J. The meaning and use of the area under a receiver operating characteristic (ROC) curve [J]. Radiology, 1982, 143(1): 29-36. [21] HERLOCKER J L, KONSTAN J A, TERVEEN L G, et al. Evaluating collaborative filtering recommender systems [J]. ACM transactions on information systems, 2004, 22 (1): 5-53. [22]ZHOU Tao, REN Jie, MEDO M, et al. Bipartite network projection and personal recommendation[ J]. Physical re⁃ view E, 2007, 76(4): 046115. [23]FAWCETT T. An introduction to ROC analysis[J]. Pattern recognition letters, 2006, 27(8): 861-874. [24]LORRAIN F, WHITE H C. Structural equivalence of indi⁃ viduals in social networks[J]. The journal of mathematical sociology, 1971, 1(1): 49-80. [25]XIE Yanbo, ZHOU Tao, WANG Binghong. Scale⁃free net⁃ works without growth[J]. Physica A: statistical mechanics and its applications, 2008, 387(7): 1683-1688. [26] Lü Linyuan, JIN Cihang, ZHOU Tao. Similarity index based on local paths for link prediction of complex net⁃ works[J]. Physical review E, 2009, 80(4): 046122. [27]KATZ L. A new status index derived from sociometric anal⁃ ysis[J]. Psychometrika, 1953, 18(1): 39-43. [28]BRIN S, PAGE L. The anatomy of a large⁃scale hypertex⁃ tual Web search engine[ J]. Computer networks and ISDN systems, 1998, 30(1): 107-117. 作者简介: 张学龙,男,1978 年生,副教授,博 士,主要研究方向为供应链管理、工业 工程、决策分析。 王军进,男,1990 年生,硕士研究 生,主要研究方向为供应链管理。 ·228· 智 能 系 统 学 报 第 12 卷
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