| Link Mining: Models, Algorithms, and Applications 2010 Edition Contributor(s): Yu, Philip S. (Editor), Han, Jiawei (Editor), Faloutsos, Christos (Editor) |
|
 |
ISBN: 1493901478 ISBN-13: 9781493901470 Publisher: Springer OUR PRICE: $208.99 Product Type: Paperback - Other Formats Published: October 2014 |
| Additional Information |
| BISAC Categories: - Computers | Databases - Data Mining - Science | Life Sciences - Anatomy & Physiology |
| Dewey: 006.312 |
| Physical Information: 1.22" H x 6.14" W x 9.21" (1.83 lbs) 586 pages |
| Descriptions, Reviews, Etc. |
| Publisher Description: 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. . . . . . . . . . . . . . . |