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Volumn , Issue , 2008, Pages 686-694

Colibri: Fast mining of large static and dynamic graphs

Author keywords

Graph mining; Low rank approximation; Scalability

Indexed keywords

ADJACENCY MATRICES; DATA SETS; EVOLVING GRAPHS; GRAPH MINING; LIMITED STORAGES; LOSS OF ACCURACIES; LOW-RANK APPROXIMATION; ORDERS OF MAGNITUDES; ORTHOGONAL BASIS; OVER-COMPLETE; RANK STRUCTURES; REAL NETWORKS; SPACE AND TIME; SPARSE MATRICES; STATIC AND DYNAMICS;

EID: 65449145629     PISSN: None     EISSN: None     Source Type: Conference Proceeding    
DOI: 10.1145/1401890.1401973     Document Type: Conference Paper
Times cited : (98)

References (30)
  • 1
    • 34247228045 scopus 로고    scopus 로고
    • Fast computation of low-rank matrix approximations
    • D. Achlioptas and F. McSherry. Fast computation of low-rank matrix approximations. J. ACM, 54(2), 2007.
    • (2007) J. ACM , vol.54 , Issue.2
    • Achlioptas, D.1    McSherry, F.2
  • 2
    • 0033539175 scopus 로고    scopus 로고
    • Diameter of the world wide web
    • R. Albert, H. Jeong, and A.-L. Barabasi. Diameter of the world wide web. Nature, (401):130-131, 1999.
    • (1999) Nature , vol.401 , pp. 130-131
    • Albert, R.1    Jeong, H.2    Barabasi, A.-L.3
  • 3
    • 33749575022 scopus 로고    scopus 로고
    • Group formation in large social networks: Membership, growth, and evolution
    • L. Backstrom, D. P. Huttenlocher, J. M. Kleinberg, and X. Lan. Group formation in large social networks: membership, growth, and evolution. In KDD, pages 44-54, 2006.
    • (2006) KDD , pp. 44-54
    • Backstrom, L.1    Huttenlocher, D.P.2    Kleinberg, J.M.3    Lan, X.4
  • 5
    • 36849005505 scopus 로고    scopus 로고
    • Evolutionary spectral clustering by incorporating temporal smoothness
    • Y. Chi, X. Song, D. Zhou, K. Hino, and B. L. Tseng. Evolutionary spectral clustering by incorporating temporal smoothness. In KDD, pages 153-162, 2007.
    • (2007) KDD , pp. 153-162
    • Chi, Y.1    Song, X.2    Zhou, D.3    Hino, K.4    Tseng, B.L.5
  • 7
    • 33751115359 scopus 로고    scopus 로고
    • Fast monte carlo algorithms for matrices i: Approximating matrix multiplication
    • P. Drineas, R. Kannan, and M. W. Mahoney. Fast monte carlo algorithms for matrices i: Approximating matrix multiplication. SIAM Journal of Computing, 2005.
    • (2005) SIAM Journal of Computing
    • Drineas, P.1    Kannan, R.2    Mahoney, M.W.3
  • 8
    • 52649103337 scopus 로고    scopus 로고
    • Fast monte carlo algorithms for matrices iii: Computing a compressed approximate matrix decomposition
    • R Drineas, R. Kannan, and M. W. Mahoney. Fast monte carlo algorithms for matrices iii: Computing a compressed approximate matrix decomposition. SIAM Journal of Computing, 2005.
    • (2005) SIAM Journal of Computing
    • Drineas, R.1    Kannan, R.2    Mahoney, M.W.3
  • 9
    • 65449140801 scopus 로고    scopus 로고
    • Relative-error cur matrix decompositions
    • abs/0708.3696
    • P. Drineas, M. W. Mahoney, and S. Muthukrishnan. Relative-error cur matrix decompositions. CoRR, abs/0708.3696, 2007.
    • (2007) CoRR
    • Drineas, P.1    Mahoney, M.W.2    Muthukrishnan, S.3
  • 10
    • 0033204106 scopus 로고    scopus 로고
    • On power-law relationships of the internet topology
    • Aug-Sept
    • M. Faloutsos, P. Faloutsos, and C. Faloutsos. On power-law relationships of the internet topology. SIGCOMM, pages 251-262, Aug-Sept. 1999.
    • (1999) SIGCOMM , pp. 251-262
    • Faloutsos, M.1    Faloutsos, P.2    Faloutsos, C.3
  • 11
    • 0036497195 scopus 로고    scopus 로고
    • Self-organization and identification of web communities
    • Mar
    • G. Flake, S. Lawrence, C. L. Giles, and F. Coetzee Self-organization and identification of web communities. IEEE Computer, 35(3), Mar. 2002.
    • (2002) IEEE Computer , vol.35 , Issue.3
    • Flake, G.1    Lawrence, S.2    Giles, C.L.3    Coetzee, F.4
  • 13
    • 65449179062 scopus 로고    scopus 로고
    • M. Girvan and M. E. J. Newman. Community structure is social and biological networks
    • M. Girvan and M. E. J. Newman. Community structure is social and biological networks.
  • 14
    • 0004236492 scopus 로고
    • The Johns Hopkins University Press, Baltimore, 2nd edition
    • G. H. Golub and C. F. Van-Loan. Matrix Computations. The Johns Hopkins University Press, Baltimore, 2nd edition, 1989.
    • (1989) Matrix Computations
    • Golub, G.H.1    Van-Loan, C.F.2
  • 15
    • 33745592667 scopus 로고    scopus 로고
    • Correlating synchronous and asynchronous data streams
    • S. Guha, D. Gunopulos, and N. Koudas. Correlating synchronous and asynchronous data streams. In KDD, pages 529-534, 2003.
    • (2003) KDD , pp. 529-534
    • Guha, S.1    Gunopulos, D.2    Koudas, N.3
  • 16
    • 0034504507 scopus 로고    scopus 로고
    • Stable distributions, pseudorandom generators, embeddings and data stream computation
    • P. Indyk. Stable distributions, pseudorandom generators, embeddings and data stream computation. In FOCS, pages 189-197, 2000.
    • (2000) FOCS , pp. 189-197
    • Indyk, P.1
  • 17
    • 17944378423 scopus 로고    scopus 로고
    • Dimensionality reduction for similarity searching in dynamic databases
    • K. V. R. Kanth, D. Agrawal, and A. K. Singh. Dimensionality reduction for similarity searching in dynamic databases. In SIGMOD Conference, pages 166-176, 1998.
    • (1998) SIGMOD Conference , pp. 166-176
    • Kanth, K.V.R.1    Agrawal, D.2    Singh, A.K.3
  • 18
    • 33747172362 scopus 로고    scopus 로고
    • D. Kempe, J. Kleinberg, and E. Tardos. Maximizing the spread of influence through a social network. KDD, 2003.
    • D. Kempe, J. Kleinberg, and E. Tardos. Maximizing the spread of influence through a social network. KDD, 2003.
  • 19
    • 32344436210 scopus 로고    scopus 로고
    • Graphs over time: Densification laws, shrinking diameters and possible explanations
    • J. Leskovec, J. M. Kleinberg, and C. Faloutsos. Graphs over time: densification laws, shrinking diameters and possible explanations. In KDD, pages 177-187, 2005.
    • (2005) KDD , pp. 177-187
    • Leskovec, J.1    Kleinberg, J.M.2    Faloutsos, C.3
  • 20
    • 0038718854 scopus 로고    scopus 로고
    • The structure and function of complex networks
    • M. E. J. Newman. The structure and function of complex networks. SIAM Review, 45:167-256, 2003.
    • (2003) SIAM Review , vol.45 , pp. 167-256
    • Newman, M.E.J.1
  • 21
    • 70449129633 scopus 로고    scopus 로고
    • H. Ning, W. Xu, Y. Chi, Y. Gong, and T. S. Huang. Incremental spectral clustering with application to monitoring of evolving blog communities. In SDM, 2007.
    • H. Ning, W. Xu, Y. Chi, Y. Gong, and T. S. Huang. Incremental spectral clustering with application to monitoring of evolving blog communities. In SDM, 2007.
  • 22
    • 12244311479 scopus 로고    scopus 로고
    • Automatic multimedia cross-modal correlation discovery
    • J.-Y. Pan, H.-J. Yang, C. Faloutsos, and P. Duygulu. Automatic multimedia cross-modal correlation discovery. In KDD, pages 653-658, 2004.
    • (2004) KDD , pp. 653-658
    • Pan, J.-Y.1    Yang, H.-J.2    Faloutsos, C.3    Duygulu, P.4
  • 23
    • 33745631543 scopus 로고    scopus 로고
    • Streaming pattern discovery in multiple time-series
    • S. Papadimitriou, J. Sun, and C. Faloutsos. Streaming pattern discovery in multiple time-series. In VLDB, pages 697-708, 2005.
    • (2005) VLDB , pp. 697-708
    • Papadimitriou, S.1    Sun, J.2    Faloutsos, C.3
  • 24
    • 34748909858 scopus 로고
    • Inverting a sum of matrices
    • W. Piegorsch and G. E. Casella. Inverting a sum of matrices. In SIAM Review, volume 32, pages 470-470, 1990.
    • (1990) SIAM Review , vol.32 , pp. 470-470
    • Piegorsch, W.1    Casella, G.E.2
  • 25
    • 36849035825 scopus 로고    scopus 로고
    • parameter-free mining of large time-evolving graphs
    • J. Sun, C. Faloutsos, S. Papadimitriou, and P. S. Yu. Graphscope: parameter-free mining of large time-evolving graphs. In KDD, pages 687-696, 2007.
    • (2007) KDD , pp. 687-696
    • Sun, J.1    Faloutsos, C.2    Papadimitriou, S.3    Graphscope, P.S.Y.4
  • 26
    • 34548580783 scopus 로고    scopus 로고
    • Neighborhood formation and anomaly detection in bipartite graphs
    • J. Sun, H. Qu, D. Chakrabarti, and C. Faloutsos. Neighborhood formation and anomaly detection in bipartite graphs. In ICDM, pages 418-425, 2005.
    • (2005) ICDM , pp. 418-425
    • Sun, J.1    Qu, H.2    Chakrabarti, D.3    Faloutsos, C.4
  • 27
    • 33749583360 scopus 로고    scopus 로고
    • Beyond streams and graphs: Dynamic tensor analysis
    • J. Sun, D. Tao, and C. Faloutsos. Beyond streams and graphs: dynamic tensor analysis. In KDD, pages 374-383, 2006.
    • (2006) KDD , pp. 374-383
    • Sun, J.1    Tao, D.2    Faloutsos, C.3
  • 28
    • 49749100928 scopus 로고    scopus 로고
    • J. Sun, Y. Xie, H. Zhang, and C. Faloutsos. Less is more: Compact matrix decomposition for large sparse graphs. In SDM, 2007.
    • J. Sun, Y. Xie, H. Zhang, and C. Faloutsos. Less is more: Compact matrix decomposition for large sparse graphs. In SDM, 2007.
  • 30
    • 33745458995 scopus 로고    scopus 로고
    • Mining compressed frequent-pattern sets
    • D. Xin, J. Han, X. Yan, and H. Cheng. Mining compressed frequent-pattern sets. In VLDB, pages 709-720, 2005.
    • (2005) VLDB , pp. 709-720
    • Xin, D.1    Han, J.2    Yan, X.3    Cheng, H.4


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.