Link Mining: Models, Algorithms, and Applications
Format: Paperback
ISBN13: 9781493901470
Paperback|9781493901470
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Wewouldliketoconveyourappreciationtoallauthorsfortheirvaluablec- tributions. WewouldalsoliketoacknowledgethatthisworkissupportedbyNSF throughgrantsIIS-0905215, IIS-0914934, andDBI-0960443. Chicago, Illinois PhilipS. Yu Urbana-Champaign, Illinois JiaweiHan Pittsburgh, Pennsylvania ChristosFaloutsos v Contents Part I Link-Based Clustering 1 Machine Learning Approaches to Link-Based Clustering. . . . . . . . . . . 3 Zhongfei(Mark)Zhang, BoLong, ZhenGuo, TianbingXu, andPhilipS. Yu 2 Scalable Link-Based Similarity Computation and Clustering. . . . . . . . 45 XiaoxinYin, JiaweiHan, andPhilipS. Yu 3 Community Evolution and Change Point Detection in Time-Evolving Graphs. . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 73 JimengSun, SpirosPapadimitriou, PhilipS. Yu, andChristosFaloutsos Part II Graph Mining and Community Analysis 4 A Survey of Link Mining Tasks for Analyzing Noisy and Incomplete Networks. . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 107 GalileoMarkNamata, HossamSharara, andLiseGetoor 5 Markov Logic: A Language and Algorithms for Link Mining. . . . . . . 135 PedroDomingos, DanielLowd, StanleyKok, AniruddhNath, Hoifung Poon, MatthewRichardson, andParagSingla 6 Understanding Group Structures and Properties in Social Media. . . . 163 LeiTangandHuanLiu 7 Time Sensitive Ranking with Application to Publication Search. . . . . 187 XinLi, BingLiu, andPhilipS. Yu 8 Proximity Tracking on Dynamic Bipartite Graphs: Problem De'nitions and Fast Solutions. . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 211 Hanghang Tong, Spiros Papadimitriou, Philip S. Yu, andChristosFaloutsos vii viii Contents 9 Discriminative Frequent Pattern-Based Graph Classi'cation. . . . . . . . 237 HongCheng, XifengYan, andJiaweiHan Part III Link Analysis for Data Cleaning and Information Integration 10 Information Integration for Graph Databases. . . . . . . . . . . . . . . . . . . . . 265 Ee-PengLim, AixinSun, AnwitamanDatta, andKuiyuChang 11 Veracity Analysis and Object Distinction. . . . . . . . . . . . . . . . . . . . . . . . . . 283 XiaoxinYin, JiaweiHan, andPhilipS. Yu Part IV Social Network Analysis 12 Dynamic Community Identi'cation. . . . . . . . . . . . . . .
| ISBN-13 | 9781493901470 |
|---|---|
| ISBN-10 | 1493901478 |
| Weight | 1.84 Pounds |
| Dimensions | 6.10 x 1.36 x 9.25 In |
| List Price | $219.99 |
| Edition | 1st Edition |
| Format | Paperback |
|---|---|
| Language | English |
| Pages | xiii, 586 pages |
| Publisher | Springer |
| Published On | 2014-10-20 |
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