메뉴 건너뛰기




Volumn , Issue , 2012, Pages 316-324

GigaTensor: Scaling tensor analysis up by 100 times - Algorithms and discoveries

Author keywords

big data; distributed computing; hadoop; mapreduce; tensor

Indexed keywords

ANOMALY DETECTION; BIG DATUM; DATA CENTERS; DATA EXPLOSION; DATA-MINING TOOLS; HADOOP; HYPERLINKS; KNOWLEDGE BASE; KNOWLEDGE BASIS; MAP-REDUCE; MULTIDIMENSIONAL ARRAYS; PETABYTES; SOCIAL NETWORKS; TENSOR ANALYSIS; TENSOR DECOMPOSITION; TREND DETECTION; WEB GRAPHS;

EID: 84866052446     PISSN: None     EISSN: None     Source Type: Conference Proceeding    
DOI: 10.1145/2339530.2339583     Document Type: Conference Paper
Times cited : (258)

References (34)
  • 4
    • 49749096526 scopus 로고    scopus 로고
    • Efficient MATLAB computations with sparse and factored tensors
    • December
    • B. W. Bader and T. G. Kolda. Efficient MATLAB computations with sparse and factored tensors. SIAM Journal on Scientific Computing, 30(1):205-231, December 2007.
    • (2007) SIAM Journal on Scientific Computing , vol.30 , Issue.1 , pp. 205-231
    • Bader, B.W.1    Kolda, T.G.2
  • 6
    • 77951094557 scopus 로고    scopus 로고
    • version 2.2. Albuquerque, NM, USA: Sandia National Laboratories
    • B.W. Bader and T.G. Kolda. Matlab tensor toolbox version 2.2. Albuquerque, NM, USA: Sandia National Laboratories, 2007.
    • (2007) Matlab Tensor Toolbox
    • Bader, B.W.1    Kolda, T.G.2
  • 10
    • 36849001896 scopus 로고    scopus 로고
    • Cross-language information retrieval using parafac2
    • P.A. Chew, B.W. Bader, T.G. Kolda, and A. Abdelali. Cross-language information retrieval using parafac2. In KDD, 2007.
    • (2007) KDD
    • Chew, P.A.1    Bader, B.W.2    Kolda, T.G.3    Abdelali, A.4
  • 11
    • 85030321143 scopus 로고    scopus 로고
    • Mapreduce: Simplified data processing on large clusters
    • J. Dean and S. Ghemawat. Mapreduce: Simplified data processing on large clusters. In OSDI, pages 137-150, 2004.
    • (2004) In OSDI , pp. 137-150
    • Dean, J.1    Ghemawat, S.2
  • 13
    • 0000802374 scopus 로고
    • The approximation of one matrix by another of lower rank
    • C. Eckart and G. Young. The approximation of one matrix by another of lower rank. Psychometrika, 1(3):211-218, 1936.
    • (1936) Psychometrika , vol.1 , Issue.3 , pp. 211-218
    • Eckart, C.1    Young, G.2
  • 15
    • 79957866699 scopus 로고    scopus 로고
    • Mining large graphs: Algorithms, inference, and discoveries
    • U. Kang, D. H. Chau, and C. Faloutsos. Mining large graphs: Algorithms, inference, and discoveries. In ICDE, pages 243-254, 2011.
    • (2011) ICDE , pp. 243-254
    • Kang, U.1    Chau, D.H.2    Faloutsos, C.3
  • 16
    • 79957962519 scopus 로고    scopus 로고
    • Spectral analysis for billion-scale graphs: Discoveries and implementation
    • U. Kang, B. Meeder, and C. Faloutsos. Spectral analysis for billion-scale graphs: Discoveries and implementation. In PAKDD (2), pages 13-25, 2011.
    • (2011) PAKDD , Issue.2 , pp. 13-25
    • Kang, U.1    Meeder, B.2    Faloutsos, C.3
  • 17
    • 80052662600 scopus 로고    scopus 로고
    • Gbase: A scalable and general graph management system
    • U. Kang, H. Tong, J. Sun, C.-Y. Lin, and C. Faloutsos. Gbase: a scalable and general graph management system. In KDD, pages 1091-1099, 2011.
    • (2011) KDD , pp. 1091-1099
    • Kang, U.1    Tong, H.2    Sun, J.3    Lin, C.-Y.4    Faloutsos, C.5
  • 18
    • 77951152705 scopus 로고    scopus 로고
    • Pegasus: A peta-scale graph mining system
    • U. Kang, C. E. Tsourakakis, and C. Faloutsos. Pegasus: A peta-scale graph mining system. In ICDM, pages 229-238, 2009.
    • (2009) ICDM , pp. 229-238
    • Kang, U.1    Tsourakakis, C.E.2    Faloutsos, C.3
  • 19
    • 4243148480 scopus 로고    scopus 로고
    • Authoritative sources in a hyperlinked environment
    • J.M. Kleinberg. Authoritative sources in a hyperlinked environment. Journal of the ACM, 46(5):604-632, 1999.
    • (1999) Journal of the ACM , vol.46 , Issue.5 , pp. 604-632
    • Kleinberg, J.M.1
  • 21
    • 68649096448 scopus 로고    scopus 로고
    • Tensor decompositions and applications
    • T.G. Kolda and B.W. Bader. Tensor decompositions and applications. SIAM review, 51(3), 2009.
    • (2009) SIAM Review , vol.51 , Issue.3
    • Kolda, T.G.1    Bader, B.W.2
  • 22
    • 67049173946 scopus 로고    scopus 로고
    • Scalable tensor decompositions for multi-aspect data mining
    • T.G. Kolda and J. Sun. Scalable tensor decompositions for multi-aspect data mining. In ICDM, 2008.
    • (2008) ICDM
    • Kolda, T.G.1    Sun, J.2
  • 23
    • 56349085999 scopus 로고    scopus 로고
    • Google's mapreduce programming model - Revisited
    • R. Lämmel. Google's mapreduce programming model - revisited. Science of Computer Programming, 70:1-30, 2008.
    • (2008) Science of Computer Programming , vol.70 , pp. 1-30
    • Lämmel, R.1
  • 24
    • 77954604765 scopus 로고    scopus 로고
    • Distributed nonnegative matrix factorization for web-scale dyadic data analysis on mapreduce
    • C. Liu, H. c. Yang, J. Fan, L.-W. He, and Y.-M. Wang. Distributed nonnegative matrix factorization for web-scale dyadic data analysis on mapreduce. In WWW, pages 681-690, 2010.
    • (2010) WWW , pp. 681-690
    • Liu, C.1    Yang, H.C.2    Fan, J.3    He, L.-W.4    Wang, Y.-M.5
  • 25
    • 80052744565 scopus 로고    scopus 로고
    • Multiaspectforensics: Pattern mining on large-scale heterogeneous networks with tensor analysis
    • K. Maruhashi, F. Guo, and C. Faloutsos. Multiaspectforensics: Pattern mining on large-scale heterogeneous networks with tensor analysis. In ASONAM, 2011.
    • (2011) ASONAM
    • Maruhashi, K.1    Guo, F.2    Faloutsos, C.3
  • 26
    • 55349148888 scopus 로고    scopus 로고
    • Pig latin: A not-so-foreign language for data processing
    • C. Olston, B. Reed, U. Srivastava, R. Kumar, and A. Tomkins. Pig latin: a not-so-foreign language for data processing. In SIGMOD '08, pages 1099-1110, 2008.
    • (2008) SIGMOD '08 , pp. 1099-1110
    • Olston, C.1    Reed, B.2    Srivastava, U.3    Kumar, R.4    Tomkins, A.5
  • 27
    • 80051642158 scopus 로고    scopus 로고
    • Co-clustering as multilinear decomposition with sparse latent factors
    • E.E. Papalexakis and N.D. Sidiropoulos. Co-clustering as multilinear decomposition with sparse latent factors. In ICASSP, 2011.
    • (2011) ICASSP
    • Papalexakis, E.E.1    Sidiropoulos, N.D.2
  • 28
    • 84947145047 scopus 로고
    • A generalized inverse for matrices
    • Cambridge Univ Press
    • R. Penrose. A generalized inverse for matrices. In Proc. Cambridge Philos. Soc, volume 51, pages 406-413. Cambridge Univ Press, 1955.
    • (1955) Proc. Cambridge Philos. Soc , vol.51 , pp. 406-413
    • Penrose, R.1
  • 30
    • 67049083427 scopus 로고    scopus 로고
    • Window-based tensor analysis on high-dimensional and multi-aspect streams
    • J. Sun, S. Papadimitriou, and P. S. Yu. Window-based tensor analysis on high-dimensional and multi-aspect streams. In ICDM, pages 1076-1080, 2006.
    • (2006) ICDM , pp. 1076-1080
    • Sun, J.1    Papadimitriou, S.2    Yu, P.S.3
  • 31
    • 34250676942 scopus 로고    scopus 로고
    • Cubesvd: A novel approach to personalized web search
    • J.T. Sun, H.J. Zeng, H. Liu, Y. Lu, and Z. Chen. Cubesvd: a novel approach to personalized web search. In WWW, 2005.
    • (2005) WWW
    • Sun, J.T.1    Zeng, H.J.2    Liu, H.3    Lu, Y.4    Chen, Z.5
  • 32
    • 36148990993 scopus 로고    scopus 로고
    • Supervised tensor learning
    • D. Tao, X. Li, X. Wu, W. Hu, and S.J. Maybank. Supervised tensor learning. KAIS, 13(1):1-42, 2007.
    • (2007) KAIS , vol.13 , Issue.1 , pp. 1-42
    • Tao, D.1    Li, X.2    Wu, X.3    Hu, W.4    Maybank, S.J.5
  • 34
    • 0013953617 scopus 로고
    • Some mathematical notes on three-mode factor analysis
    • L.R. Tucker. Some mathematical notes on three-mode factor analysis. Psychometrika, 31(3):279-311, 1966.
    • (1966) Psychometrika , vol.31 , Issue.3 , pp. 279-311
    • Tucker, L.R.1


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.