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Volumn 16, Issue 6, 2008, Pages 1565-1581

Fuzzy clustering and aggregation of relational data with instance-level constraints

Author keywords

Constrained clustering; Feature aggregation; Image database categorization; Relational clustering; Semisupervised clustering

Indexed keywords

APPLICATIONS; CLUSTER ANALYSIS; DATABASE SYSTEMS; IMAGE PROCESSING; IMAGE RETRIEVAL; LEARNING ALGORITHMS;

EID: 58149527528     PISSN: 10636706     EISSN: None     Source Type: Journal    
DOI: 10.1109/TFUZZ.2008.2005692     Document Type: Article
Times cited : (24)

References (50)
  • 1
    • 0004393109 scopus 로고
    • Machines that learn from hints
    • Y. S. Abu-Mostafa, "Machines that learn from hints," Sci. Am., Inc. vol. 272, no. 4, pp. 64-69, 1995.
    • (1995) Sci. Am., Inc , vol.272 , Issue.4 , pp. 64-69
    • Abu-Mostafa, Y.S.1
  • 2
    • 0032167015 scopus 로고    scopus 로고
    • Location- and density-based hierarchical clustering using similarity analysis
    • Sep
    • P. Bajcsy and N. Ahuja, "Location- and density-based hierarchical clustering using similarity analysis," IEEE Trans. Pattern Anal. Mach. Intell., vol. 20, no. 9, pp. 1011-1015, Sep. 1998.
    • (1998) IEEE Trans. Pattern Anal. Mach. Intell , vol.20 , Issue.9 , pp. 1011-1015
    • Bajcsy, P.1    Ahuja, N.2
  • 4
    • 2942534529 scopus 로고    scopus 로고
    • Active semi supervision for pairwise constrained clustering
    • S. Basu, A. Banerjee, and R. Mooney, "Active semi supervision for pairwise constrained clustering," in Proc. SIAM Int. Conf. Data Min. 2004, pp. 333-344.
    • (2004) Proc. SIAM Int. Conf. Data Min , pp. 333-344
    • Basu, S.1    Banerjee, A.2    Mooney, R.3
  • 5
    • 0030150519 scopus 로고    scopus 로고
    • Partially supervised clustering for image segmentation
    • A. M. Bensaid, L. O. Hall, J. C. Bezdek, and L. P. Clarke, "Partially supervised clustering for image segmentation," Pattern Recog., vol. 29, pp. 859-872, 1996.
    • (1996) Pattern Recog , vol.29 , pp. 859-872
    • Bensaid, A.M.1    Hall, L.O.2    Bezdek, J.C.3    Clarke, L.P.4
  • 7
    • 34250770444 scopus 로고    scopus 로고
    • Finding the number of fuzzy clusters by resampling
    • C. Borgelt and R. Kruse, "Finding the number of fuzzy clusters by resampling," in Proc. IEEE Conf. Fuzzy Syst., 2006, pp. 250-256.
    • (2006) Proc. IEEE Conf. Fuzzy Syst , pp. 250-256
    • Borgelt, C.1    Kruse, R.2
  • 8
    • 33847142393 scopus 로고    scopus 로고
    • A fuzzy extension of the rand index and other related indexes for clustering and classification assessment
    • R. J. G. B. Campello, "A fuzzy extension of the rand index and other related indexes for clustering and classification assessment," Pattern Recog., vol. 28, pp. 833-844, 2007.
    • (2007) Pattern Recog , vol.28 , pp. 833-844
    • Campello, R.J.G.B.1
  • 9
    • 0036904021 scopus 로고    scopus 로고
    • Robust fuzzy clustering of relational data
    • Dec
    • R. N. Dave and S. Sen, "Robust fuzzy clustering of relational data," IEEE Trans. Fuzzy Syst., vol. 10, no. 6, pp. 713-727, Dec. 2002.
    • (2002) IEEE Trans. Fuzzy Syst , vol.10 , Issue.6 , pp. 713-727
    • Dave, R.N.1    Sen, S.2
  • 10
    • 0002629270 scopus 로고
    • Maximum likelihood from incomplete data via the EM algorithm
    • A. P. Dempster, N.M. Laird, and D. B. Rubin, "Maximum likelihood from incomplete data via the EM algorithm," J. Roy. Stat. Soc. Ser. B, vol. 39, no. 1, pp. 1-38, 1977.
    • (1977) J. Roy. Stat. Soc. Ser. B , vol.39 , Issue.1 , pp. 1-38
    • Dempster, A.P.1    Laird, N.M.2    Rubin, D.B.3
  • 11
    • 0016483368 scopus 로고
    • Classification automatique sequentielle pour grands tableaux
    • E. Diday, "Classification automatique sequentielle pour grands tableaux," Rev. Fr. d'Autom. Inf. Rech. Oper., pp. 29-61, 1975.
    • (1975) Rev. Fr. d'Autom. Inf. Rech. Oper , pp. 29-61
    • Diday, E.1
  • 12
    • 34250751975 scopus 로고    scopus 로고
    • Locally adaptive metrics for clustering high dimensional data,
    • Tech. Rep. ISE-TR-06-04, Apr
    • C. Domeniconi, D. Gunopulos, S. Ma, D. Papadopoulos, and B. Yan, "Locally adaptive metrics for clustering high dimensional data," Tech. Rep. ISE-TR-06-04, Apr. 2006.
    • (2006)
    • Domeniconi, C.1    Gunopulos, D.2    Ma, S.3    Papadopoulos, D.4    Yan, B.5
  • 13
    • 0035397507 scopus 로고    scopus 로고
    • Image database retrieval using the fuzzy integral
    • H. Frigui, "Image database retrieval using the fuzzy integral," Pattern Recog. Lett., vol. 22, no. 9, pp. 1021-1031, 2001.
    • (2001) Pattern Recog. Lett , vol.22 , Issue.9 , pp. 1021-1031
    • Frigui, H.1
  • 14
    • 34250867359 scopus 로고    scopus 로고
    • Clustering and aggregation of relational data with applications to image database categorization
    • H. Frigui, C. Hwang, and F. C. Rhee, "Clustering and aggregation of relational data with applications to image database categorization," Pattern Recog., vol. 40, no. 11, pp. 3053-3068, 2007.
    • (2007) Pattern Recog , vol.40 , Issue.11 , pp. 3053-3068
    • Frigui, H.1    Hwang, C.2    Rhee, F.C.3
  • 15
    • 0031192257 scopus 로고    scopus 로고
    • Clustering by competitive agglomeration
    • H. Frigui and R. Krishnapuram, "Clustering by competitive agglomeration," Pattern Recog., vol. 30, no. 7, pp. 1223-1232, 1997.
    • (1997) Pattern Recog , vol.30 , Issue.7 , pp. 1223-1232
    • Frigui, H.1    Krishnapuram, R.2
  • 16
    • 0033706762 scopus 로고    scopus 로고
    • Simultaneous clustering and attribute discrimination
    • San Antonio, TX
    • H. Frigui and O. Nasraoui, "Simultaneous clustering and attribute discrimination," in Proc. IEEE Conf. Fuzzy Syst., San Antonio, TX, 2000, pp. 158-163.
    • (2000) Proc. IEEE Conf. Fuzzy Syst , pp. 158-163
    • Frigui, H.1    Nasraoui, O.2
  • 17
    • 0346847567 scopus 로고    scopus 로고
    • Unsupervised learning of prototypes and attribute weights
    • H. Frigui and O. Nasraoui, "Unsupervised learning of prototypes and attribute weights," Pattern Recog. J., vol. 37, pp. 567-581, 2004.
    • (2004) Pattern Recog. J , vol.37 , pp. 567-581
    • Frigui, H.1    Nasraoui, O.2
  • 18
    • 0026831106 scopus 로고
    • Symbolic clustering using a new similarity measure
    • Mar./Apr
    • K. E. Gowda and E. Diday, "Symbolic clustering using a new similarity measure," IEEE Trans. Syst., Man, Cybern., vol. 22, no. 2, pp. 368-378, Mar./Apr. 1992.
    • (1992) IEEE Trans. Syst., Man, Cybern , vol.22 , Issue.2 , pp. 368-378
    • Gowda, K.E.1    Diday, E.2
  • 19
    • 0001313697 scopus 로고
    • Fuzzy measure of fuzzy events defined by fuzzy integrals
    • M. Grabisch, T. Murofushi, and M Sugeno, "Fuzzy measure of fuzzy events defined by fuzzy integrals," Fuzzy Sets Syst., vol. 50, pp. 293-313, 1992.
    • (1992) Fuzzy Sets Syst , vol.50 , pp. 293-313
    • Grabisch, M.1    Murofushi, T.2    Sugeno, M.3
  • 20
    • 23944506836 scopus 로고    scopus 로고
    • Semi-supervised fuzzy clustering with pairwise-constrained competitive agglomeration
    • N. Grira, M. Crucianu, and N. Boujemaa, "Semi-supervised fuzzy clustering with pairwise-constrained competitive agglomeration," in Proc. IEEE Conf. Fuzzy Syst., 2005, pp. 867-872.
    • (2005) Proc. IEEE Conf. Fuzzy Syst , pp. 867-872
    • Grira, N.1    Crucianu, M.2    Boujemaa, N.3
  • 21
    • 0018057468 scopus 로고
    • Fuzzy clustering with a fuzzy covariance matrix
    • San Diego, CA
    • E. E. Gustafson and W. C. Kessel, "Fuzzy clustering with a fuzzy covariance matrix," in Proc. IEEE CDC, San Diego, CA, 1979, pp. 761-766.
    • (1979) Proc. IEEE CDC , pp. 761-766
    • Gustafson, E.E.1    Kessel, W.C.2
  • 23
    • 0029342765 scopus 로고
    • Efficient color histogram indexing for quadratic form distance functions
    • Jul
    • J. Hafner, H. Sawhney, W. Flickner, and W. Niblack, "Efficient color histogram indexing for quadratic form distance functions," IEEE Trans. Pattern Anal. Mach. Intell., vol. 17, no. 7, pp. 729-736, Jul. 1995.
    • (1995) IEEE Trans. Pattern Anal. Mach. Intell , vol.17 , Issue.7 , pp. 729-736
    • Hafner, J.1    Sawhney, H.2    Flickner, W.3    Niblack, W.4
  • 24
    • 0028667335 scopus 로고
    • Nerf c-means: Non-Euclidean relational fuzzy clustering
    • R. J. Hathaway and J. C. Bezdek, "Nerf c-means: Non-Euclidean relational fuzzy clustering," Pattern Recog., vol. 27, no. 3, pp. 429-437, 1994.
    • (1994) Pattern Recog , vol.27 , Issue.3 , pp. 429-437
    • Hathaway, R.J.1    Bezdek, J.C.2
  • 25
    • 0024475955 scopus 로고
    • Relational duals of the c-means algorithms
    • R. J. Hathaway, J. W. Davenport, and J. C. Bezdek, "Relational duals of the c-means algorithms," Pattern Recog., vol. 22, pp. 205-212, 1989.
    • (1989) Pattern Recog , vol.22 , pp. 205-212
    • Hathaway, R.J.1    Davenport, J.W.2    Bezdek, J.C.3
  • 26
  • 28
    • 85150403880 scopus 로고    scopus 로고
    • A. Keller and F. Klawonn, Fuzzy clustering with weighting of data variables, Int. J. Uncertain. Fuzziness Knowl.-Based Syst., 8, no. 9, pp. 735-746, 2000.
    • A. Keller and F. Klawonn, "Fuzzy clustering with weighting of data variables," Int. J. Uncertain. Fuzziness Knowl.-Based Syst., vol. 8, no. 9, pp. 735-746, 2000.
  • 29
    • 0003353631 scopus 로고    scopus 로고
    • Fuzzy integrals in image processing and recognition
    • M. Grabisch, T. Murofushi, and M. Sugeno, Eds. New York: Springer-Verlag
    • J. Keller, P. Gader, and K. Hocaoglu, "Fuzzy integrals in image processing and recognition," in Fuzzy Measures and Integrals, M. Grabisch, T. Murofushi, and M. Sugeno, Eds. New York: Springer-Verlag, 2000.
    • (2000) Fuzzy Measures and Integrals
    • Keller, J.1    Gader, P.2    Hocaoglu, K.3
  • 30
    • 9444294778 scopus 로고    scopus 로고
    • From instance-level constraints to space-level constraints: Making the most of prior knowledge in data clustering
    • D. Klein, S. D. Kamvar, and C. D. Manning, "From instance-level constraints to space-level constraints: Making the most of prior knowledge in data clustering," in Proc. Int. Conf. Mach. Learn., 2002, pp. 307-314.
    • (2002) Proc. Int. Conf. Mach. Learn , pp. 307-314
    • Klein, D.1    Kamvar, S.D.2    Manning, C.D.3
  • 31
    • 0035416012 scopus 로고    scopus 로고
    • Low-complexity fuzzy relational clustering algorithms for web mining
    • Aug
    • R. Krishnapuram, A. Joshi, O. Nasraoui, and L. Yi, "Low-complexity fuzzy relational clustering algorithms for web mining," IEEE Trans. Fuzzy Syst., vol. 9, no. 4, pp. 595-607, Aug. 2001.
    • (2001) IEEE Trans. Fuzzy Syst , vol.9 , Issue.4 , pp. 595-607
    • Krishnapuram, R.1    Joshi, A.2    Nasraoui, O.3    Yi, L.4
  • 32
    • 12244271734 scopus 로고    scopus 로고
    • Learning spatially variant dissimilarity (SVaD) measures
    • K. Kummamuru, R. Krishnapuram, and R. Agrawal, "Learning spatially variant dissimilarity (SVaD) measures," in Proc. Int. Conf. KDD, 2004, pp. 611-616.
    • (2004) Proc. Int. Conf. KDD , pp. 611-616
    • Kummamuru, K.1    Krishnapuram, R.2    Agrawal, R.3
  • 33
    • 0030213052 scopus 로고    scopus 로고
    • Texture features for browsing and retrieval of image data
    • Aug
    • B. S. Manjunath and W. Y. Ma, "Texture features for browsing and retrieval of image data," IEEE Trans. Pattern Anal. Mach. Intell. vol. 18, no. 8, pp. 837-842, Aug. 1996.
    • (1996) IEEE Trans. Pattern Anal. Mach. Intell , vol.18 , Issue.8 , pp. 837-842
    • Manjunath, B.S.1    Ma, W.Y.2
  • 35
    • 0000765219 scopus 로고    scopus 로고
    • Extracting Web user profiles using relational competitive fuzzy clustering
    • O. Nasraoui, H. Frigui, R. Krishnapuram, and A. Joshi, "Extracting Web user profiles using relational competitive fuzzy clustering," J. Artif. Intell. Tools, vol. 9, no. 4, pp. 509-526, 2000.
    • (2000) J. Artif. Intell. Tools , vol.9 , Issue.4 , pp. 509-526
    • Nasraoui, O.1    Frigui, H.2    Krishnapuram, R.3    Joshi, A.4
  • 36
    • 0003136237 scopus 로고
    • Efficient and effective clustering methods for spatial data mining
    • R. T. Ng and J. Han, "Efficient and effective clustering methods for spatial data mining," in Proc. 20th VLDB Conf., 1994, pp. 144-155.
    • (1994) Proc. 20th VLDB Conf , pp. 144-155
    • Ng, R.T.1    Han, J.2
  • 37
    • 0001931761 scopus 로고
    • Algorithms of fuzzy clustering with partial supervision
    • W. Pedrycz, "Algorithms of fuzzy clustering with partial supervision," Pattern Recog. Lett., vol. 3, pp. 13-20, 1985.
    • (1985) Pattern Recog. Lett , vol.3 , pp. 13-20
    • Pedrycz, W.1
  • 38
    • 0001167440 scopus 로고
    • Pattern classification problems and fuzzy sets
    • M. Roubens, "Pattern classification problems and fuzzy sets," Fuzzy Sets Syst., vol. 1, pp. 239-253, 1978.
    • (1978) Fuzzy Sets Syst , vol.1 , pp. 239-253
    • Roubens, M.1
  • 40
    • 0014810305 scopus 로고
    • Numerical methods for fuzzy clustering
    • E. Ruspini, "Numerical methods for fuzzy clustering," Inf. Sci., vol. 12, pp. 319-350, 1970.
    • (1970) Inf. Sci , vol.12 , pp. 319-350
    • Ruspini, E.1
  • 41
    • 0031644831 scopus 로고    scopus 로고
    • Clustering of relational data containing noise and outliers
    • Anchorage, AK
    • S. Sen and R. N. Dave, "Clustering of relational data containing noise and outliers," in Proc. IEEE Conf. Fuzzy Syst., Anchorage, AK, 1998, pp. 1411-1416.
    • (1998) Proc. IEEE Conf. Fuzzy Syst , pp. 1411-1416
    • Sen, S.1    Dave, R.N.2
  • 42
    • 0032074027 scopus 로고    scopus 로고
    • Fuzzy clustering for symbolic data
    • May
    • Y. El Sonbaty and M. A. Ismail, "Fuzzy clustering for symbolic data," IEEE Trans. Fuzzy Syst., vol. 6, no. 2, pp. 195-204, May 1998.
    • (1998) IEEE Trans. Fuzzy Syst , vol.6 , Issue.2 , pp. 195-204
    • El Sonbaty, Y.1    Ismail, M.A.2
  • 43
    • 0026246210 scopus 로고
    • Color indexing
    • M. J. Swain and D. H. Ballard, "Color indexing," J. Comput. Vis. vol. 7, no. 1, pp. 11-32, 1991.
    • (1991) J. Comput. Vis , vol.7 , Issue.1 , pp. 11-32
    • Swain, M.J.1    Ballard, D.H.2
  • 44
    • 0001898293 scopus 로고    scopus 로고
    • Clustering with instance-level constraints
    • K. Wagstaff and C. Cardie, "Clustering with instance-level constraints," in Proc. Int. Conf. Mach. Learn., 2000, pp. 1103-1110.
    • (2000) Proc. Int. Conf. Mach. Learn , pp. 1103-1110
    • Wagstaff, K.1    Cardie, C.2
  • 46
    • 0035440673 scopus 로고    scopus 로고
    • SIMPLIcity: Semantics-sensitive integrated matching for picture Libraries
    • Sep
    • J. Ze Wang, J. Li, and G. Wiederhold, "SIMPLIcity: Semantics-sensitive integrated matching for picture Libraries," IEEE Trans. Pattern Anal. Mach. Intell., vol. 23, no. 9, pp. 947-963, Sep. 2001.
    • (2001) IEEE Trans. Pattern Anal. Mach. Intell , vol.23 , Issue.9 , pp. 947-963
    • Wang, J.Z.1    Li, J.2    Wiederhold, G.3
  • 47
    • 0000881417 scopus 로고
    • Numerical classification of proximity data with assignment measures
    • M. P. Windham, "Numerical classification of proximity data with assignment measures," J. Classification, vol. 2, pp. 157-172, 1985.
    • (1985) J. Classification , vol.2 , pp. 157-172
    • Windham, M.P.1
  • 48
    • 0032319998 scopus 로고    scopus 로고
    • A metric for distributions with applications to image databases
    • Y. Rubner, C. Tomasi, and L. J. Guibas, "A metric for distributions with applications to image databases," in Proc. 6th Conf. Comput. Vis., 1998, pp. 59-66.
    • (1998) Proc. 6th Conf. Comput. Vis , pp. 59-66
    • Rubner, Y.1    Tomasi, C.2    Guibas, L.J.3
  • 49
    • 0023855863 scopus 로고
    • On ordered weighted averaging aggregation operators in multicriteria decision making
    • Jan./Feb
    • R. R. Yager, "On ordered weighted averaging aggregation operators in multicriteria decision making," IEEE Trans. Syst., Man, Cybern., vol. 18, no. 1, pp. 183-190, Jan./Feb. 1988.
    • (1988) IEEE Trans. Syst., Man, Cybern , vol.18 , Issue.1 , pp. 183-190
    • Yager, R.R.1
  • 50
    • 0037708475 scopus 로고    scopus 로고
    • Relevance feedback in image retrieval: A comprehensive review
    • X. Zhou and T. Huang, "Relevance feedback in image retrieval: A comprehensive review," Multimedia Syst., vol. 8, no. 6, pp. 536-544, 2003.
    • (2003) Multimedia Syst , vol.8 , Issue.6 , pp. 536-544
    • Zhou, X.1    Huang, T.2


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