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Volumn 279, Issue , 2015, Pages 17-39

Towards hybrid clustering approach to data classification: Multiple kernels based interval-valued Fuzzy C-Means algorithms

Author keywords

Fuzzy clustering; Hybrid clustering; Multiple kernel classification; Type 2 fuzzy sets

Indexed keywords

CLASSIFICATION (OF INFORMATION); FUZZY CLUSTERING; FUZZY SETS; LEARNING SYSTEMS; VECTOR SPACES;

EID: 84940957484     PISSN: 01650114     EISSN: None     Source Type: Journal    
DOI: 10.1016/j.fss.2015.01.020     Document Type: Article
Times cited : (40)

References (47)
  • 3
    • 84863145869 scopus 로고    scopus 로고
    • Segmentation of M-FISH images for improved classification of chromosomes with an adaptive fuzzy C-means clustering algorithm
    • H.B. Cao, H.W. Deng, and Y.P. Wang Segmentation of M-FISH images for improved classification of chromosomes with an adaptive fuzzy C-means clustering algorithm IEEE Trans. Fuzzy Syst. 20 1 2012 1 8
    • (2012) IEEE Trans. Fuzzy Syst. , vol.20 , Issue.1 , pp. 1-8
    • Cao, H.B.1    Deng, H.W.2    Wang, Y.P.3
  • 4
    • 80052892041 scopus 로고    scopus 로고
    • A multiple-kernel fuzzy C-means algorithm for image segmentation
    • L. Chen, and C.L.P. Chen A multiple-kernel fuzzy C-means algorithm for image segmentation IEEE Trans. Syst. Man Cybern. 41 5 2012 1263 1274
    • (2012) IEEE Trans. Syst. Man Cybern. , vol.41 , Issue.5 , pp. 1263-1274
    • Chen, L.1    Chen, C.L.P.2
  • 5
    • 0041877699 scopus 로고    scopus 로고
    • A new kernel-based fuzzy clustering approach: support vector clustering with cell growing
    • J.-H. Chiang, and P.-Y. Hao A new kernel-based fuzzy clustering approach: support vector clustering with cell growing IEEE Trans. Fuzzy Syst. 11 4 2003 518 527
    • (2003) IEEE Trans. Fuzzy Syst. , vol.11 , Issue.4 , pp. 518-527
    • Chiang, J.-H.1    Hao, P.-Y.2
  • 7
    • 0031139176 scopus 로고    scopus 로고
    • Robust clustering methods: a unified view
    • R. Dave, and R. Krishnapuram Robust clustering methods: a unified view IEEE Trans. Fuzzy Syst. 5 2 1997 270 293
    • (1997) IEEE Trans. Fuzzy Syst. , vol.5 , Issue.2 , pp. 270-293
    • Dave, R.1    Krishnapuram, R.2
  • 8
    • 0036904021 scopus 로고    scopus 로고
    • Robust fuzzy clustering of relational data
    • R. Dave, and S. Sen Robust fuzzy clustering of relational data IEEE Trans. Fuzzy Syst. 10 6 2002 713 727
    • (2002) IEEE Trans. Fuzzy Syst. , vol.10 , Issue.6 , pp. 713-727
    • Dave, R.1    Sen, S.2
  • 9
    • 26944497184 scopus 로고    scopus 로고
    • Terminological difficulties in fuzzy set theory - the case of "intuitionistic fuzzy sets"
    • D. Dubois, S. Gottwald, P. Hajek, J. Kacprzyk, and H. Prade Terminological difficulties in fuzzy set theory - the case of "intuitionistic fuzzy sets" Fuzzy Sets Syst. 156 3 2005 485 491
    • (2005) Fuzzy Sets Syst. , vol.156 , Issue.3 , pp. 485-491
    • Dubois, D.1    Gottwald, S.2    Hajek, P.3    Kacprzyk, J.4    Prade, H.5
  • 10
    • 0015644825 scopus 로고
    • A fuzzy relative of the ISODATA process and its use in detecting compact well-separated clusters
    • J.C. Dunn A fuzzy relative of the ISODATA process and its use in detecting compact well-separated clusters J. Cybern. 3 1973 32 57
    • (1973) J. Cybern. , vol.3 , pp. 32-57
    • Dunn, J.C.1
  • 12
  • 13
    • 84865222357 scopus 로고    scopus 로고
    • Multiple-kernel fuzzy C-means algorithm for satellite image segmentation
    • M. Ganesh, and V. Palanisamy Multiple-kernel fuzzy C-means algorithm for satellite image segmentation Eur. J. Sci. Res. 83 2 2012 255 263
    • (2012) Eur. J. Sci. Res. , vol.83 , Issue.2 , pp. 255-263
    • Ganesh, M.1    Palanisamy, V.2
  • 14
    • 0036565280 scopus 로고    scopus 로고
    • Mercer kernel-based clustering in feature space
    • M. Girolami Mercer kernel-based clustering in feature space IEEE Trans. Neural Netw. 13 3 2002 780 784
    • (2002) IEEE Trans. Neural Netw. , vol.13 , Issue.3 , pp. 780-784
    • Girolami, M.1
  • 15
    • 80052213499 scopus 로고    scopus 로고
    • Multiple kernel learning algorithms
    • M. Gonen, and E. Alpaydin Multiple kernel learning algorithms J. Mach. Learn. Res. 12 2011 2211 2268
    • (2011) J. Mach. Learn. Res. , vol.12 , pp. 2211-2268
    • Gonen, M.1    Alpaydin, E.2
  • 16
    • 36949016313 scopus 로고    scopus 로고
    • Fuzzy C-means, Gustafson-Kessel FCM, and kernel-based FCM: a comparative study
    • D. Graves, and W. Pedrycz Fuzzy C-means, Gustafson-Kessel FCM, and kernel-based FCM: a comparative study Adv. Soft Comput. 41 2007 140 149
    • (2007) Adv. Soft Comput. , vol.41 , pp. 140-149
    • Graves, D.1    Pedrycz, W.2
  • 17
    • 72149122625 scopus 로고    scopus 로고
    • Kernel-based fuzzy clustering and fuzzy clustering: a comparative experimental study
    • D. Graves, and W. Pedrycz Kernel-based fuzzy clustering and fuzzy clustering: a comparative experimental study Fuzzy Sets Syst. 161 4 2010 522 543
    • (2010) Fuzzy Sets Syst. , vol.161 , Issue.4 , pp. 522-543
    • Graves, D.1    Pedrycz, W.2
  • 21
    • 84888646200 scopus 로고    scopus 로고
    • On type-2 fuzzy relations and interval-valued type-2 fuzzy sets
    • B.Q. Hu, and C.Y. Wang On type-2 fuzzy relations and interval-valued type-2 fuzzy sets Fuzzy Sets Syst. 236 2014 1 32
    • (2014) Fuzzy Sets Syst. , vol.236 , pp. 1-32
    • Hu, B.Q.1    Wang, C.Y.2
  • 23
    • 28444453316 scopus 로고    scopus 로고
    • An efficient k-means clustering algorithm using simple partitioning
    • M.C. Hung, J. Wu, J.H. Chang, and D.L. Yang An efficient k-means clustering algorithm using simple partitioning J. Inf. Sci. Eng. 21 2005 1157 1177
    • (2005) J. Inf. Sci. Eng. , vol.21 , pp. 1157-1177
    • Hung, M.C.1    Wu, J.2    Chang, J.H.3    Yang, D.L.4
  • 24
    • 33947430572 scopus 로고    scopus 로고
    • Uncertain fuzzy clustering: interval type-2 fuzzy approach to C-means
    • C. Hwang, and F.C.H. Rhee Uncertain fuzzy clustering: interval type-2 fuzzy approach to C-means IEEE Trans. Fuzzy Syst. 15 1 2007 107 120
    • (2007) IEEE Trans. Fuzzy Syst. , vol.15 , Issue.1 , pp. 107-120
    • Hwang, C.1    Rhee, F.C.H.2
  • 25
    • 84905900107 scopus 로고    scopus 로고
    • Interval-valued possibilistic fuzzy C-means clustering algorithm
    • Z. Ji, Y. Xia, Q. Sun, and G. Cao Interval-valued possibilistic fuzzy C-means clustering algorithm Fuzzy Sets Syst. 253 2014 138 156
    • (2014) Fuzzy Sets Syst. , vol.253 , pp. 138-156
    • Ji, Z.1    Xia, Y.2    Sun, Q.3    Cao, G.4
  • 27
    • 43049162442 scopus 로고    scopus 로고
    • A multichannel watershed based segmentation method for multi spectral chromosome classification
    • P.S. Karvelis, A.T. Tzallas, D.I. Fotiadis, and I. Georgiou A multichannel watershed based segmentation method for multi spectral chromosome classification IEEE Trans. Med. Imaging 27 5 2008 697 708
    • (2008) IEEE Trans. Med. Imaging , vol.27 , Issue.5 , pp. 697-708
    • Karvelis, P.S.1    Tzallas, A.T.2    Fotiadis, D.I.3    Georgiou, I.4
  • 30
    • 0018306059 scopus 로고
    • A threshold selection method from gray-level histograms
    • N. Otsu A threshold selection method from gray-level histograms IEEE Trans. Syst. Man Cybern. 9 1 1979 62 66
    • (1979) IEEE Trans. Syst. Man Cybern. , vol.9 , Issue.1 , pp. 62-66
    • Otsu, N.1
  • 33
    • 0038214755 scopus 로고    scopus 로고
    • Multicolor spectral karyotyping of human chromosomes
    • E. Schrock, S. du Manoir, and T. Veldman Multicolor spectral karyotyping of human chromosomes Science 273 14 1996 494 497
    • (1996) Science , vol.273 , Issue.14 , pp. 494-497
    • Schrock, E.1    Du Manoir, S.2    Veldman, T.3
  • 35
    • 33745176186 scopus 로고    scopus 로고
    • Attribute weighted mercer kernel based fuzzy clustering algorithm for general non-spherical datasets
    • H. Shen, J. Yang, S. Wang, and X. Liu Attribute weighted mercer kernel based fuzzy clustering algorithm for general non-spherical datasets Soft Comput. 10 11 2006 1061 1073
    • (2006) Soft Comput. , vol.10 , Issue.11 , pp. 1061-1073
    • Shen, H.1    Yang, J.2    Wang, S.3    Liu, X.4
  • 36
    • 84877697288 scopus 로고    scopus 로고
    • Inclusion and subsethood measure for interval-valued fuzzy sets and for continuous type-2 fuzzy sets
    • Z. Takac Inclusion and subsethood measure for interval-valued fuzzy sets and for continuous type-2 fuzzy sets Fuzzy Sets Syst. 224 2013 106 120
    • (2013) Fuzzy Sets Syst. , vol.224 , pp. 106-120
    • Takac, Z.1
  • 37
    • 67949112664 scopus 로고    scopus 로고
    • The global kernel k-means algorithm for clustering in feature space
    • G. Tzortzis, and A. Likas The global kernel k-means algorithm for clustering in feature space IEEE Trans. Neural Netw. 20 7 2009 1181 1194
    • (2009) IEEE Trans. Neural Netw. , vol.20 , Issue.7 , pp. 1181-1194
    • Tzortzis, G.1    Likas, A.2
  • 39
    • 34547434740 scopus 로고    scopus 로고
    • On fuzzy cluster validity indices
    • W. Wang, and Y. Zhang On fuzzy cluster validity indices Fuzzy Sets Syst. 158 2007 2095 2117
    • (2007) Fuzzy Sets Syst. , vol.158 , pp. 2095-2117
    • Wang, W.1    Zhang, Y.2
  • 40
    • 14644432442 scopus 로고    scopus 로고
    • Optimality test for generalized FCM and its application to parameter selection
    • J. Yu, and M.-S. Yang Optimality test for generalized FCM and its application to parameter selection IEEE Trans. Fuzzy Syst. 13 1 2005 164 176
    • (2005) IEEE Trans. Fuzzy Syst. , vol.13 , Issue.1 , pp. 164-176
    • Yu, J.1    Yang, M.-S.2
  • 42
    • 84861204544 scopus 로고    scopus 로고
    • Multiple kernel fuzzy C-means algorithm with ALS method for satellite and medical image segmentation
    • ICDCS
    • P. Yugander, J.S. Babu, K. Sunanda, and E. Susmitha Multiple kernel fuzzy C-means algorithm with ALS method for satellite and medical image segmentation Int. Conf. on Devices, Circuits and Systems ICDCS 2012 244 248
    • (2012) Int. Conf. on Devices, Circuits and Systems , pp. 244-248
    • Yugander, P.1    Babu, J.S.2    Sunanda, K.3    Susmitha, E.4
  • 43
    • 0016459349 scopus 로고
    • The concept of a linguistic variable and its application to approximate reasoning - I
    • L. Zadeh The concept of a linguistic variable and its application to approximate reasoning - I Inf. Sci. 8 1975 199 249
    • (1975) Inf. Sci. , vol.8 , pp. 199-249
    • Zadeh, L.1
  • 44
    • 0842300534 scopus 로고    scopus 로고
    • Clustering incomplete data using kernel based fuzzy C-means algorithm
    • D.Q. Zhang, and S.C. Chen Clustering incomplete data using kernel based fuzzy C-means algorithm Neural Process. Lett. 18 3 2003 155 162
    • (2003) Neural Process. Lett. , vol.18 , Issue.3 , pp. 155-162
    • Zhang, D.Q.1    Chen, S.C.2
  • 45
    • 4444347719 scopus 로고    scopus 로고
    • A novel kernelized fuzzy C-means algorithm with application in medical image segmentation
    • D. Zhang, and S. Chen A novel kernelized fuzzy C-means algorithm with application in medical image segmentation Artif. Intell. Med. 32 2004 37 50
    • (2004) Artif. Intell. Med. , vol.32 , pp. 37-50
    • Zhang, D.1    Chen, S.2


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.