메뉴 건너뛰기




Volumn , Issue , 2012, Pages

A new scalable parallel DBSCAN algorithm using the disjoint-set data structure

Author keywords

Density based clustering; Disjoint set data structure; Union Find algorithm

Indexed keywords

DENSITY-BASED CLUSTERING; DENSITY-BASED CLUSTERING ALGORITHMS; DISTRIBUTED MEMORY ARCHITECTURE; PARALLEL EFFICIENCY; PARALLEL IMPLEMENTATIONS; SHARED MEMORY ARCHITECTURE; UNION-FIND; WORK-LOAD DISTRIBUTION;

EID: 84877696268     PISSN: 21674329     EISSN: 21674337     Source Type: Conference Proceeding    
DOI: 10.1109/SC.2012.9     Document Type: Conference Paper
Times cited : (155)

References (40)
  • 1
    • 0002283033 scopus 로고    scopus 로고
    • From data mining to knowledge discovery in databases
    • U. Fayyad, G. Piatetsky-Shapiro, and P. Smyth, "From data mining to knowledge discovery in databases," AI magazine, vol. 17, no. 3, p. 37, 1996.
    • (1996) AI Magazine , vol.17 , Issue.3 , pp. 37
    • Fayyad, U.1    Piatetsky-Shapiro, G.2    Smyth, P.3
  • 3
    • 56349158295 scopus 로고    scopus 로고
    • A simple and fast algorithm for K-medoids clustering
    • H. Park and C. Jun, "A simple and fast algorithm for K-medoids clustering," Expert Systems with Applications, vol. 36, no. 2, pp. 3336-3341, 2009.
    • (2009) Expert Systems with Applications , vol.36 , Issue.2 , pp. 3336-3341
    • Park, H.1    Jun, C.2
  • 4
    • 0030157145 scopus 로고    scopus 로고
    • BIRCH: An efficient data clustering method for very large databases
    • ACM
    • T. Zhang, R. Ramakrishnan, and M. Livny, "BIRCH: an efficient data clustering method for very large databases," in ACM SIGMOD Record, vol. 25(2). ACM, 1996, pp. 103-114.
    • (1996) ACM SIGMOD Record , vol.25 , Issue.2 , pp. 103-114
    • Zhang, T.1    Ramakrishnan, R.2    Livny, M.3
  • 7
    • 0034133653 scopus 로고    scopus 로고
    • WaveCluster: A wavelet-based clustering approach for spatial data in very large databases
    • G. Sheikholeslami, S. Chatterjee, and A. Zhang, "WaveCluster: a wavelet-based clustering approach for spatial data in very large databases," The VLDB Journal, vol. 8, no. 3, pp. 289-304, 2000.
    • (2000) The VLDB Journal , vol.8 , Issue.3 , pp. 289-304
    • Sheikholeslami, G.1    Chatterjee, S.2    Zhang, A.3
  • 8
    • 63649108643 scopus 로고    scopus 로고
    • Unsupervised satellite image segmentation by combining SA based fuzzy clustering with support vector machine
    • IEEE
    • A. Mukhopadhyay and U. Maulik, "Unsupervised satellite image segmentation by combining SA based fuzzy clustering with support vector machine," in Proceedings of 7th ICAPR'09. IEEE, 2009, pp. 381-384.
    • (2009) Proceedings of 7th ICAPR'09 , pp. 381-384
    • Mukhopadhyay, A.1    Maulik, U.2
  • 9
    • 33846024749 scopus 로고    scopus 로고
    • ST-DBSCAN: An algorithm for clustering spatial-temporal data
    • DOI 10.1016/j.datak.2006.01.013, PII S0169023X06000218
    • D. Birant and A. Kut, "ST-DBSCAN: An algorithm for clustering spatial-temporal data," Data & Knowledge Engineering, vol. 60, no. 1, pp. 208-221, 2007. (Pubitemid 46053593)
    • (2007) Data and Knowledge Engineering , vol.60 , Issue.1 , pp. 208-221
    • Birant, D.1    Kut, A.2
  • 15
    • 84937431201 scopus 로고    scopus 로고
    • Experiments in parallel clustering with DBSCAN
    • Euro-Par 2001 Parallel Processing. Springer
    • D. Arlia and M. Coppola, "Experiments in parallel clustering with DBSCAN," in Euro-Par 2001 Parallel Processing. Springer, LNCS, 2001, pp. 326-331.
    • (2001) LNCS , pp. 326-331
    • Arlia, D.1    Coppola, M.2
  • 17
    • 0036563865 scopus 로고    scopus 로고
    • High-performance data mining with skeleton-based structured parallel programming
    • DOI 10.1016/S0167-8191(02)00095-9, PII S0167819102000959
    • M. Coppola and M. Vanneschi, "High-performance data mining with skeleton-based structured parallel programming," Parallel Computing, vol. 28, no. 5, pp. 793-813, 2002. (Pubitemid 34801989)
    • (2002) Parallel Computing , vol.28 , Issue.5 , pp. 793-813
    • Coppola, M.1    Vanneschi, M.2
  • 18
    • 80052069648 scopus 로고    scopus 로고
    • Research on parallel DBSCAN algorithm design based on mapreduce
    • Y. Fu, W. Zhao, and H. Ma, "Research on parallel DBSCAN algorithm design based on mapreduce," Advanced Materials Research, vol. 301, pp. 1133-1138, 2011.
    • (2011) Advanced Materials Research , vol.301 , pp. 1133-1138
    • Fu, Y.1    Zhao, W.2    Ma, H.3
  • 19
    • 22844454592 scopus 로고    scopus 로고
    • A fast parallel clustering algorithm for large spatial databases
    • X. Xu, J. Jäger, and H. Kriegel, "A fast parallel clustering algorithm for large spatial databases," High Performance Data Mining, pp. 263-290, 2002.
    • (2002) High Performance Data Mining , pp. 263-290
    • Xu, X.1    Jäger, J.2    Kriegel, H.3
  • 20
    • 0034319320 scopus 로고    scopus 로고
    • Approaches for scaling DBSCAN algorithm to large spatial databases
    • A. Zhou, S. Zhou, J. Cao, Y. Fan, and Y. Hu, "Approaches for scaling DBSCAN algorithm to large spatial databases," Journal of computer science and technology, vol. 15, no. 6, pp. 509-526, 2000.
    • (2000) Journal of Computer Science and Technology , vol.15 , Issue.6 , pp. 509-526
    • Zhou, A.1    Zhou, S.2    Cao, J.3    Fan, Y.4    Hu, Y.5
  • 22
    • 78650637936 scopus 로고    scopus 로고
    • Experiments on union-find algorithms for the disjoint-set data structure
    • Proceedings of the 9th International Symposium on Experimental Algorithms (SEA 2010). Springer
    • M. Patwary, J. Blair, and F. Manne, "Experiments on union-find algorithms for the disjoint-set data structure," in Proceedings of the 9th International Symposium on Experimental Algorithms (SEA 2010). Springer, LNCS 6049, 2010, pp. 411-423.
    • (2010) LNCS , vol.6049 , pp. 411-423
    • Patwary, M.1    Blair, J.2    Manne, F.3
  • 26
    • 0016557674 scopus 로고
    • Multidimensional binary search trees used for associative searching
    • J. Bentley, "Multidimensional binary search trees used for associative searching," Communications of the ACM, vol. 18, no. 9, pp. 509-517, 1975.
    • (1975) Communications of the ACM , vol.18 , Issue.9 , pp. 509-517
    • Bentley, J.1
  • 27
    • 0018455018 scopus 로고
    • CLASS OF ALGORITHMS WHICH REQUIRE NONLINEAR TIME TO MAINTAIN DISJOINT SETS.
    • DOI 10.1016/0022-0000(79)90042-4
    • R. Tarjan, "A class of algorithms which require nonlinear time to maintain disjoint sets," Journal of computer and system sciences, vol. 18, no. 2, pp. 110-127, 1979. (Pubitemid 9461406)
    • (1979) Journal of Computer and System Sciences , vol.18 , Issue.2 , pp. 110-127
    • Tarjan, R.E.1
  • 28
    • 84945709402 scopus 로고
    • An improved equivalence algorithm
    • B. Galler and M. Fisher, "An improved equivalence algorithm," Communications of the ACM, vol. 7, pp. 301-303, 1964.
    • (1964) Communications of the ACM , vol.7 , pp. 301-303
    • Galler, B.1    Fisher, M.2
  • 29
    • 80052307189 scopus 로고    scopus 로고
    • New multithreaded ordering and coloring algorithms for multicore architectures
    • Proceedings of 17th International European Conference on Parallel and Distributed Computing (Euro-Par 2011). Springer
    • M. Patwary, A. Gebremedhin, and A. Pothen, "New multithreaded ordering and coloring algorithms for multicore architectures," in Proceedings of 17th International European Conference on Parallel and Distributed Computing (Euro-Par 2011). Springer, LNCS 6853, 2011, pp. 250-262.
    • (2011) LNCS , vol.6853 , pp. 250-262
    • Patwary, M.1    Gebremedhin, A.2    Pothen, A.3
  • 30
    • 77955118855 scopus 로고    scopus 로고
    • A scalable parallel union-find algorithm for distributed memory computers
    • Parallel Processing and Applied Mathematics. Springer
    • F. Manne and M. Patwary, "A scalable parallel union-find algorithm for distributed memory computers," in Parallel Processing and Applied Mathematics. Springer, LNCS, 2010, pp. 186-195.
    • (2010) LNCS , pp. 186-195
    • Manne, F.1    Patwary, M.2
  • 37
    • 34547527938 scopus 로고    scopus 로고
    • The recycling of gas and metals in galaxy formation: Predictions of a dynamical feedback model
    • S. Bertone, G. De Lucia, and P. Thomas, "The recycling of gas and metals in galaxy formation: predictions of a dynamical feedback model," Monthly Notices of the Royal Astronomical Society, vol. 379, no. 3, pp. 1143-1154, 2007.
    • (2007) Monthly Notices of the Royal Astronomical Society , vol.379 , Issue.3 , pp. 1143-1154
    • Bertone, S.1    De Lucia, G.2    Thomas, P.3


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.