메뉴 건너뛰기




Volumn 30, Issue 2, 2001, Pages 216-242

Robust distance-based clustering with applications to spatial data mining

Author keywords

Clustering; Combinatorial optimization; Data mining; Delaunay triangulation; Exploratory data analysis; Medoids; Noise; p Median problem; Spatial databases

Indexed keywords

ACOUSTIC NOISE; APPROXIMATION THEORY; GEOGRAPHIC INFORMATION SYSTEMS; OPTIMIZATION; TREES (MATHEMATICS); TRIANGULATION;

EID: 0012941002     PISSN: 01784617     EISSN: None     Source Type: Journal    
DOI: 10.1007/s00453-001-0010-1     Document Type: Article
Times cited : (41)

References (93)
  • 3
    • 0347172110 scopus 로고    scopus 로고
    • OPTICS: Ordering points to identify the clustering structure
    • Proceedings of ACM SIGMOD 99 International Conference on Management of Data
    • M. Ankerst, M. M. Breunig, H.-P. Kriegel, and J. Sander. OPTICS: Ordering points to identify the clustering structure. SIGMOD Record, 28(2):49, 1999. (Proceedings of ACM SIGMOD 99 International Conference on Management of Data.)
    • (1999) SIGMOD Record , vol.28 , Issue.2 , pp. 49
    • Ankerst, M.1    Breunig, M.M.2    Kriegel, H.-P.3    Sander, J.4
  • 8
    • 0005809251 scopus 로고    scopus 로고
    • An effective genetic algorithm for the p-median problem
    • Paper presented in Dallas, October
    • B. Bozkaya, J. Zhang, and E. Erkut. An effective genetic algorithm for the p-median problem. Paper presented at INFORMS Conference in Dallas, October 1997.
    • (1997) INFORMS Conference
    • Bozkaya, B.1    Zhang, J.2    Erkut, E.3
  • 11
    • 0002546079 scopus 로고
    • Attribute-oriented induction in relational databases
    • G. Piatetsky-Shapiro and W. J. Frawley, editors, AAAI Press, Menlo Park, CA
    • Y. Cai, N. Cercone, and J. Han. Attribute-oriented induction in relational databases. In G. Piatetsky-Shapiro and W. J. Frawley, editors, Knowledge Discovery in Databases, pages 213-228. AAAI Press, Menlo Park, CA, 1991.
    • (1991) Knowledge Discovery in Databases , pp. 213-228
    • Cai, Y.1    Cercone, N.2    Han, J.3
  • 14
    • 0242360562 scopus 로고
    • Information discovery through hierarchical maximum entropy discretization and synthesis
    • G. Piatetsky-Shapiro and W. J. Frawley, editors, AAAI Press, Menlo Park, CA
    • D. K. Y. Chiu, A. K. C. Wong, and B. Cheung. Information discovery through hierarchical maximum entropy discretization and synthesis. In G. Piatetsky-Shapiro and W. J. Frawley, editors, Knowledge Discovery in Databases, pages 125-140. AAAI Press, Menlo Park, CA, 1991.
    • (1991) Knowledge Discovery in Databases , pp. 125-140
    • Chiu, D.K.Y.1    Wong, A.K.C.2    Cheung, B.3
  • 16
    • 0017477973 scopus 로고
    • Location of bank accounts to optimize float: An analystic study of exact and approximate algorithms
    • G. Cornuejols, M. Fisher, and G. Nemhauser. Location of bank accounts to optimize float: An analystic study of exact and approximate algorithms. Management Science, 23:789-910, 1977.
    • (1977) Management Science , vol.23 , pp. 789-910
    • Cornuejols, G.1    Fisher, M.2    Nemhauser, G.3
  • 18
    • 0002982230 scopus 로고
    • A more efficient heuristic for solving large p-median problems
    • P. Densham and G. Rushton. A more efficient heuristic for solving large p-median problems. Papers in Regional Science, 71:307-329, 1992.
    • (1992) Papers in Regional Science , vol.71 , pp. 307-329
    • Densham, P.1    Rushton, G.2
  • 20
    • 84958980429 scopus 로고    scopus 로고
    • Point estimation using the Kullback-Leibler loss function and MML
    • X. Wu, R. Kotagiri, and K. K. Korb, editors, Melbourne, 1998. Lecture Notes in Artificial Intelligence 1394. Springer-Verlag, New York
    • D. Dowe, R. A. Baxter, J. J. Oliver, and C. Wallace. Point estimation using the Kullback-Leibler loss function and MML. In X. Wu, R. Kotagiri, and K. K. Korb, editors, Proceedings of Second Pacific-Asia Conference on Knowledge Discovery and Data Mining (PAKDD-98), pages 87-95, Melbourne, 1998. Lecture Notes in Artificial Intelligence 1394. Springer-Verlag, New York, 1998.
    • (1998) Proceedings of Second Pacific-Asia Conference on Knowledge Discovery and Data Mining (PAKDD-98) , pp. 87-95
    • Dowe, D.1    Baxter, R.A.2    Oliver, J.J.3    Wallace, C.4
  • 26
    • 84885618002 scopus 로고    scopus 로고
    • Spatial data mining: A database approach
    • A. School and A. Voisard, editors, Lecture Notes in Computer Science 1262. Springer-Verlag, Berlin
    • M. Ester, H. P. Kriegel, and J. Sander. Spatial data mining: A database approach. In A. School and A. Voisard, editors, Advances in Spatial Databases, 5th International Symposium (SDD-91), pages 47-66. Lecture Notes in Computer Science 1262. Springer-Verlag, Berlin, 1997.
    • (1997) Advances in Spatial Databases, 5th International Symposium (SDD-91) , pp. 47-66
    • Ester, M.1    Kriegel, H.P.2    Sander, J.3
  • 28
    • 0002382156 scopus 로고
    • Knowledge discovery in large spatial databases: Focusing techniques for efficient class identification
    • M. J. Egenhofer and J. R. Herring, editors, Portland, ME, 1995. Lecture Notes in Computer Science 951. Springer-Verlag, Berlin
    • M. Ester, H. P. Kriegel, and X. Xu. Knowledge discovery in large spatial databases: Focusing techniques for efficient class identification. In M. J. Egenhofer and J. R. Herring, editors, Advances in Spatial Databases (SDD-95), pages 70-82, Portland, ME, 1995. Lecture Notes in Computer Science 951. Springer-Verlag, Berlin, 1995.
    • (1995) Advances in Spatial Databases (SDD-95) , pp. 70-82
    • Ester, M.1    Kriegel, H.P.2    Xu, X.3
  • 29
    • 79957944034 scopus 로고    scopus 로고
    • Discovering associations in spatial data-an efficient medoid based approach
    • X. Wu, R. Kotagiri, and K. K. Korb, editors, Melbourne, 1998. Lecture Notes in Artificial Intelligence 1394. Springer-Verlag, New York
    • V. Estivill-Castro and A. T. Murray. Discovering associations in spatial data-an efficient medoid based approach. In X. Wu, R. Kotagiri, and K. K. Korb, editors, Proceedings of the 2nd Pacific-Asia Conference on Knowledge Discovery and Data Mining (PAKDD-98), pages 110-121, Melbourne, 1998. Lecture Notes in Artificial Intelligence 1394. Springer-Verlag, New York, 1998.
    • (1998) Proceedings of the 2nd Pacific-Asia Conference on Knowledge Discovery and Data Mining (PAKDD-98) , pp. 110-121
    • Estivill-Castro, V.1    Murray, A.T.2
  • 32
    • 33847635497 scopus 로고    scopus 로고
    • Hybrid genetic algorithm for solving the p-median problem
    • A. Yao, R. I. McKay, C. S. Newton, J.-H. Kim, and T. Furuhashi, editors, Lecture Notes in Artificial Intelligence 1585. Springer-Verlag, New York
    • V. Estivill-Castro and R. Torres-Velázquez. Hybrid genetic algorithm for solving the p-median problem. In A. Yao, R. I. McKay, C. S. Newton, J.-H. Kim, and T. Furuhashi, editors, Proceedings of Second Asia-Pacific Conference On Simulated Evolution and Learning (SEAL-98), pages 18-25. Lecture Notes in Artificial Intelligence 1585. Springer-Verlag, New York, 1999.
    • (1999) Proceedings of Second Asia-Pacific Conference on Simulated Evolution and Learning (SEAL-98) , pp. 18-25
    • Estivill-Castro, V.1    Torres-Velázquez, R.2
  • 36
    • 0033084862 scopus 로고    scopus 로고
    • Robust retrieval of three-dimensional structures from image stacks
    • M. Garza-Jinich, P. Meer, and V. Medina. Robust retrieval of three-dimensional structures from image stacks. Medical Image Analysis, 3(1):21-35, 1999.
    • (1999) Medical Image Analysis , vol.3 , Issue.1 , pp. 21-35
    • Garza-Jinich, M.1    Meer, P.2    Medina, V.3
  • 37
    • 0022865373 scopus 로고
    • Future paths for integer programming and links to artificial intelligence
    • F. Glover. Future paths for integer programming and links to artificial intelligence. Computers and Operations Research, 5:533-549, 1986.
    • (1986) Computers and Operations Research , vol.5 , pp. 533-549
    • Glover, F.1
  • 41
    • 0031168386 scopus 로고    scopus 로고
    • GeoMiner: A system prototype for spatial data mining
    • K. Han, J. Koperski and N. Stefanovic. GeoMiner: A system prototype for spatial data mining. SIGMOD Record, 26(2):553-556, 1997.
    • (1997) SIGMOD Record , vol.26 , Issue.2 , pp. 553-556
    • Han, K.1    Koperski, J.2    Stefanovic, N.3
  • 43
    • 0003564282 scopus 로고
    • Graduate Texts in Computer Science. Clarendon Press, Oxford
    • A. Hitchinson. Algorithmic Learning. Graduate Texts in Computer Science. Clarendon Press, Oxford, 1994.
    • (1994) Algorithmic Learning
    • Hitchinson, A.1
  • 44
    • 0030425502 scopus 로고    scopus 로고
    • Analysis and computation schemes for p-median heuristics
    • M. Horn. Analysis and computation schemes for p-median heuristics. Environment and Planning A, 28:1699-1708, 1996.
    • (1996) Environment and Planning A , vol.28 , pp. 1699-1708
    • Horn, M.1
  • 45
    • 0041777620 scopus 로고
    • Discrete space location-allocation solutions from genetic algorithms
    • C. Hosage and M. Goodchild. Discrete space location-allocation solutions from genetic algorithms. Annals of Operations Research, 6:35-46, 1986.
    • (1986) Annals of Operations Research , vol.6 , pp. 35-46
    • Hosage, C.1    Goodchild, M.2
  • 51
    • 84885642924 scopus 로고    scopus 로고
    • Finding boundary shape matching relations in spatial data
    • A. School and A. Voisard, editors. Lecture Notes in Computer Science 1262. Springer-Verlag, Berlin
    • E. M. Knorr, R. T. Ng, and D. L. Shilvock. Finding boundary shape matching relations in spatial data. In A. School and A. Voisard, editors. Advances in Spatial Databases, 5th International Symposium (SDD-91), pages 29-46. Lecture Notes in Computer Science 1262. Springer-Verlag, Berlin, 1997.
    • (1997) Advances in Spatial Databases, 5th International Symposium (SDD-91) , pp. 29-46
    • Knorr, E.M.1    Ng, R.T.2    Shilvock, D.L.3
  • 52
    • 84957645397 scopus 로고
    • Discovery of spatial association in geographic information databases
    • M. J. Egenhofer and J. R. Herring, editors, Portland, ME, 1995. Lecture Notes in Computer Science 951. Springer-Verlag, Berlin
    • K. Koperski and J. Han. Discovery of spatial association in geographic information databases. In M. J. Egenhofer and J. R. Herring, editors, Advances in Spatial Databases - Proceedings of the 4th International Symposium (SDD-95), pages 47-66, Portland, ME, 1995. Lecture Notes in Computer Science 951. Springer-Verlag, Berlin, 1995.
    • (1995) Advances in Spatial Databases - Proceedings of the 4th International Symposium (SDD-95) , pp. 47-66
    • Koperski, K.1    Han, J.2
  • 56
    • 0001457509 scopus 로고
    • Some methods for classification and analysis of multivariate observations
    • L. Le Cam and J. Neyman, editors
    • J. MacQueen. Some methods for classification and analysis of multivariate observations. In L. Le Cam and J. Neyman, editors, Proceedings of the 5th Berkley Symposium on Mathematical Statistics and Probability, volume 1, pages 281-297, 1967.
    • (1967) Proceedings of the 5th Berkley Symposium on Mathematical Statistics and Probability , vol.1 , pp. 281-297
    • MacQueen, J.1
  • 58
    • 0030157505 scopus 로고    scopus 로고
    • Applying simulated annealing to location-planning models
    • A. T. Murray and R. L. Church. Applying simulated annealing to location-planning models. Journal of Heuristics, 2:31-53, 1996.
    • (1996) Journal of Heuristics , vol.2 , pp. 31-53
    • Murray, A.T.1    Church, R.L.2
  • 60
    • 0026938525 scopus 로고
    • Comments of "Parallel algorithms for hierarchical clustering and cluster validity"
    • F. Murtagh. Comments of "Parallel algorithms for hierarchical clustering and cluster validity". IEEE Transactions on Pattern Analysis and Machine Intelligence, 14(10):1056-1057, 1992.
    • (1992) IEEE Transactions on Pattern Analysis and Machine Intelligence , vol.14 , Issue.10 , pp. 1056-1057
    • Murtagh, F.1
  • 62
    • 0003136237 scopus 로고
    • Efficient and effective clustering methods for spatial data mining
    • J. Bocca, M. Jarke, and C. Zaniolo, editors. Santiago, Morgan Kaufmann, San Mateo, CA
    • R. T. Ng and J. Han. Efficient and effective clustering methods for spatial data mining. In J. Bocca, M. Jarke, and C. Zaniolo, editors. Proceedings of the 20th Conference on Very Large Data Bases (VLDB), pages 144-155, Santiago, Morgan Kaufmann, San Mateo, CA, 1994.
    • (1994) Proceedings of the 20th Conference on Very Large Data Bases (VLDB) , pp. 144-155
    • Ng, R.T.1    Han, J.2
  • 65
    • 0028562851 scopus 로고    scopus 로고
    • Two exploratory space-time-attribute pattern analysers relevant to GIS
    • S Fothing ham and P. Rogerson, editors, Taylor and Francis London
    • S. Openshaw. Two exploratory space-time-attribute pattern analysers relevant to GIS In S Fothing ham and P. Rogerson, editors, Spatial Analysis and CIS, pages 83-104. Taylor and Francis London,
    • Spatial Analysis and CIS , pp. 83-104
    • Openshaw, S.1
  • 67
    • 0030436609 scopus 로고    scopus 로고
    • A parallel Kohonen algorithm for the classification of large spatial datasets
    • S. Openshaw and I. Turton. A parallel Kohonen algorithm for the classification of large spatial datasets. Computers and Geosciences, 22(9):1019-1026, 1996.
    • (1996) Computers and Geosciences , vol.22 , Issue.9 , pp. 1019-1026
    • Openshaw, S.1    Turton, I.2
  • 72
    • 0032678532 scopus 로고    scopus 로고
    • Fast universal coding with context models
    • May
    • J. Rissanen. Fast universal coding with context models. IEEE Transactions on Information Theory, 45(4):1065-1071, May 1999.
    • (1999) IEEE Transactions on Information Theory , vol.45 , Issue.4 , pp. 1065-1071
    • Rissanen, J.1
  • 74
    • 0026869479 scopus 로고
    • An optimal method for solving the (generalized) multi-Weber problem
    • K. Rosing. An optimal method for solving the (generalized) multi-Weber problem. European Journal of Operations Research, 58:414-426, 1992.
    • (1992) European Journal of Operations Research , vol.58 , pp. 414-426
    • Rosing, K.1
  • 75
    • 0018725196 scopus 로고
    • A note comparing optimal and heuristic solutions to the p-median problem
    • K. Rosing, E. Hillsman, and H. Rosing. A note comparing optimal and heuristic solutions to the p-median problem. Geographical Analysis, 11:86-89, 1979.
    • (1979) Geographical Analysis , vol.11 , pp. 86-89
    • Rosing, K.1    Hillsman, E.2    Rosing, H.3
  • 80
  • 81
    • 84949804076 scopus 로고    scopus 로고
    • The BANG-clustering system: Grid-based data analysis
    • Lecture Notes in Computer Science 1280. Springer-Verlag, Berlin
    • E. Schikuta and M. Erhart. The BANG-clustering system: Grid-based data analysis. In Proceedings of the Second International Symposium IDA-97. Lecture Notes in Computer Science 1280. Springer-Verlag, Berlin, 1997.
    • (1997) Proceedings of the Second International Symposium IDA-97
    • Schikuta, E.1    Erhart, M.2
  • 83
    • 0000191523 scopus 로고
    • Heuristic methods for estimating the generalized vertex median of a weighted graph
    • M. B. Teitz and P. Bart. Heuristic methods for estimating the generalized vertex median of a weighted graph. Operations Research, 16:955-961, 1968.
    • (1968) Operations Research , vol.16 , pp. 955-961
    • Teitz, M.B.1    Bart, P.2
  • 84
    • 0000107517 scopus 로고
    • An information measure for classification
    • C. S. Wallace and D.M. Boulton. An information measure for classification. Computer Journal, 11:185-195, 1968.
    • (1968) Computer Journal , vol.11 , pp. 185-195
    • Wallace, C.S.1    Boulton, D.M.2
  • 87
    • 84994158589 scopus 로고    scopus 로고
    • STING: A statistical information grid approach to spatial data mining
    • M. Jarke, editor, Athens, August 1997. Morgan Kaufmann, San Mateo, CA
    • W. Wang, J. Yang, and R. Muntz. STING: A statistical information grid approach to spatial data mining. In M. Jarke, editor, Proceedings of the 23rd International Conference on Very Large Data Bases (VLDB), pages 186-195, Athens, August 1997. Morgan Kaufmann, San Mateo, CA, 1997.
    • (1997) Proceedings of the 23rd International Conference on Very Large Data Bases (VLDB) , pp. 186-195
    • Wang, W.1    Yang, J.2    Muntz, R.3
  • 88
    • 0008917442 scopus 로고
    • A note on the centre of gravity in depot location
    • C. Watson-Gandy. A note on the centre of gravity in depot location. Management Science, 18:B478-481, 1972.
    • (1972) Management Science , vol.18
    • Watson-Gandy, C.1
  • 89
    • 0022012186 scopus 로고
    • A median location model with nonclosest facility service
    • J. Weaver and R. Church. A median location model with nonclosest facility service. Transportation Science, 19:107-119, 1985.
    • (1985) Transportation Science , vol.19 , pp. 107-119
    • Weaver, J.1    Church, R.2
  • 92
    • 0031701179 scopus 로고    scopus 로고
    • A distribution-based clustering algorithm for mining large spatial databases
    • Orlando, FL, February 1998. IEEE Computer Society Press, Los Alamitos, CA
    • X. Xu, M. Ester, H. P. Kriegel, and J. Sander. A distribution-based clustering algorithm for mining large spatial databases. In Proceedings of the 14th International Conference on Data Engineering, pages 324-333, Orlando, FL, February 1998. IEEE Computer Society Press, Los Alamitos, CA, 1998.
    • (1998) Proceedings of the 14th International Conference on Data Engineering , pp. 324-333
    • Xu, X.1    Ester, M.2    Kriegel, H.P.3    Sander, J.4
  • 93
    • 0030157145 scopus 로고    scopus 로고
    • BIRCH: An efficient data clustering method for very large databases
    • June (Proceedings of the 1996 ACM SIGMOD International Conference on Management of Data)
    • T. Zhang, R. Ramakrishnan, and M. Livny. BIRCH: An efficient data clustering method for very large databases. SIGMOD Record, 25(2):103-114, June 1996. (Proceedings of the 1996 ACM SIGMOD International Conference on Management of Data.)
    • (1996) SIGMOD Record , vol.25 , Issue.2 , pp. 103-114
    • Zhang, T.1    Ramakrishnan, R.2    Livny, M.3


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.