Random walk with restart: Fast solutions and applications

Knowledge and Information Systems

Volumn 14, Issue 3, 2008, Pages 327-346

  Tong, Hanghang ^a   Faloutsos, Christos ^a   Pan, Jia Yu ^a  

^a CARNEGIE MELLON UNIVERSITY   (United States)

Author keywords

Graph Mining; Random walk with restart; Relevance score

Indexed keywords

GRAPH ALGORITHMS; MATRIX ALGEBRA; RANDOM PROCESSES;

COMMUNITY STRUCTURES; CONNECTION SUBGRAPHS; GRAPH MINING; LOW-RANK MATRIX APPROXIMATIONS; ORDERS OF MAGNITUDE; PERSONALIZED PAGERANK; RANDOM WALK WITH RESTART; RELEVANCE SCORE;

GRAPH THEORY;

EID: 41149096059     PISSN: 02191377     EISSN: 02193116     Source Type: Journal    
DOI: 10.1007/s10115-007-0094-2     Document Type: Article

References (31)

1. Achlioptas D, McSherry F (2001) Fast computation of low rank matrix approximation. In: STOC
2. Aditya B, Bhalotia G, Chakrabarti S, Hulgeri A, Nakhe C, Parag SS (2002) Banks: Browsing and keyword searching in relational databases. In: VLDB, pp 1083-1086
3. Balmin A, Hristidis V, Papakonstantinou Y (2004) Objectrank: Authority-based keyword search in databases. In: VLDB, 564, 564-575
4. http://www.informatik.uni-trier.de/~ley/db/
5. Deerwester S, Dumais S, Landauer T, Furnas G and Harshman R (1990). Indexing by latent semantic analysis. J Am Soc Inform Sci 41(6):391-407
6. Dhillon IS, Mallela S, Modha DS (2003) Information-theoretic co-clustering. In: The ninth ACM SIGKDD international conference on knowledge discovery and data mining (KDD 03), Washington, DC, August 24-27
7. Faloutsos C, McCurley KS, Tomkins A (2004) Fast discovery of connection subgraphs. In: KDD, pp 118-127
8. Flake G, Lawrence S, Giles C (2000) Efficient identification of web communities. In: KDD, pp 150-160
9. Fogaras D, Racz B (2004) Towards scaling fully personalized pagerank. In: Proc. WAW, pp 105-117
10. Geerts F, Mannila H, Terzi E (2004) Relational link-based ranking. In: VLDB, pp 552-563
11. Girvan M, Newman MEJ (2002) Community structure is social and biological networks. Proc Natl Acad Sci 7821-7826
12. Golub G, Loan C (1996) Matrix computation. Johns Hopkins
13. Haveliwala TH (2002) Topic-sensitive pagerank. WWW, pp 517-526
14. He J, Li M, Zhang H, Tong H, Zhang C (2004) Manifold-ranking based image retrieval. In: ACM Multimedia, pp 9-16
15. Jeh G, Widom J (2002) Simrank: A measure of structural-context similarity. In: KDD, pp 538-543
16. Jeh G, Widom J (2003) Scaling personalized web search. In: WWW
17. Jolliffe I (2002). Principal component analysis. Springer, Heidelberg
18. Kamvar S, Haveliwala T, Manning C, Golub G (2003) Exploiting the block structure of the web for computing pagerank. Stanford University Technical Report
19. Karypis G and Kumar V (1999). Parallel multilevel k-way partitioning for irregular graphs. SIAM Rev 41(2):278-300
20. Liben-Nowell D, Kleinberg J (2003) The link prediction problem for social networks. In: Proc. CIKM
21. Lu W, Janssen JCM, Milios EE, Japkowicz N and Zhang Y (2007). Node similarity in the citation graph. J Knowledge Informat Syst 11(1):105-129
22. Ng A, Jordan M, Weiss Y (2001) On spectral clustering: Analysis and an algorithm. In: NIPS, pp 849-856
23. Page L, Brin S, Motwani R, Winograd T (1998) The PageRank citation ranking: Bringing order to the web. Technical Report, Stanford Digital Library Technologies Project. Paper SIDL-WP-1999-0120 (version of 11/11/ 1999)
24. Palopoli L, Rosaci D, Terracina G and Ursino D (2005). A graph-based approach for extracting terminological properties from information sources with heterogeneous formats. J Knowledge Informat Syst 8(4):462-497
25. Pan J-Y, Yang H-J, Faloutsos C, Duygulu P (2004) Automatic multimedia cross-modal correlation discovery. In: KDD, pp 653-658
26. Piegorsch W and Casella GE (1990). Inverting a sum of matrices. SIAM Rev 32:470
27. Rasmusen CE, Williams C (2006) Gaussian processes for machine learning. MIT Press
28. Sun J, Qu H, Chakrabarti D, Faloutsos C (2005) Neighborhood formation and anomaly detection in bipartite graphs. In: ICDM, pp 418-425
29. Tong H, Faloutsos C (2006) Center-piece subgraphs: Problem definition and fast solutions. In: KDD
30. Zhou D, Bousquet O, Lal TN, Weston J, Scholkopf B (2003) Learning with local and global consistency. In: NIPS
31. Zhu X, Ghahramani Z, Lafferty JD (2003) Semi-supervised learning using gaussian field and harmonic functions. In: ICML, pp 912-919