메뉴 건너뛰기




Volumn 20, Issue 5, 2012, Pages 883-897

General type-2 fuzzy C-means algorithm for uncertain fuzzy clustering

Author keywords

planes representation; Fuzzy C means; General type 2 fuzzy sets; Pattern recognition; Uncertainty

Indexed keywords

COMPUTATIONAL INTENSITY; FCM ALGORITHM; FCM CLUSTER; FUZZY C MEAN; FUZZY C-MEANS ALGORITHMS; LINGUISTIC TERMS; LINGUISTIC UNCERTAINTY; MANAGEMENT OF UNCERTAINTY; REAL WORLD DATA; REPRESENTATION THEOREM; SOURCES OF UNCERTAINTY; TRAINING DATA; TYPE-2 FUZZY SET; UNCERTAINTY;

EID: 84867381731     PISSN: 10636706     EISSN: None     Source Type: Journal    
DOI: 10.1109/TFUZZ.2012.2187453     Document Type: Article
Times cited : (148)

References (45)
  • 1
    • 0003543198 scopus 로고
    • Ph.D. dissertation, Appl. Math. Center, Cornell Univ., Ithaca, NY
    • J. Bezdek, "Fuzzy mathematics in pattern recognition," Ph.D. dissertation, Appl. Math. Center, Cornell Univ., Ithaca, NY, 1973.
    • (1973) Fuzzy Mathematics in Pattern Recognition
    • Bezdek, J.1
  • 4
    • 34248141805 scopus 로고    scopus 로고
    • Uncertain fuzzy clustering: Insights and recommendations
    • Feb
    • F. Ch-H. Rhee, "Uncertain fuzzy clustering: Insights and recommendations," IEEE Comput. Intell. Mag., vol. 2, no. 1, pp. 44-56, Feb. 2007.
    • (2007) IEEE Comput. Intell. Mag. , vol.2 , Issue.1 , pp. 44-56
    • Rhee, F.Ch.-H.1
  • 5
    • 0030216669 scopus 로고    scopus 로고
    • A parametric model for fusing heterogeneous fuzzy data
    • PII S1063670696056263
    • R. Hathaway, J. C. Bezdek, and W. Pedrycz, "A parametric model for fusing heterogeneous fuzzy data," IEEE Trans. Fuzzy Syst., vol. 4, no. 3, pp. 270-281, Aug. 1996. (Pubitemid 126777745)
    • (1996) IEEE Transactions on Fuzzy Systems , vol.4 , Issue.3 , pp. 270-281
    • Hathaway, R.J.1    Bezdek, J.C.2    Pedrycz, W.3
  • 6
    • 0032140107 scopus 로고    scopus 로고
    • Two nonparametric models for fusing heterogeneous fuzzy data
    • PII S1063670698055477
    • W. Pedrycz, J. C. Bezdek, R. J. Hathaway, and G. W. Rogers, "Two nonparametric models for fusing heterogeneous fuzzy data," IEEE Trans. Fuzzy Syst., vol. 6, no. 3, pp. 411-425, Aug. 1998. (Pubitemid 128750072)
    • (1998) IEEE Transactions on Fuzzy Systems , vol.6 , Issue.3 , pp. 411-425
    • Pedrycz, W.1    Bezdek, J.C.2    Hathaway, R.J.3    Rogers, G.W.4
  • 8
    • 25844520574 scopus 로고    scopus 로고
    • Interpretation of clusters in the framework of shadowed sets
    • DOI 10.1016/j.patrec.2005.05.001, PII S0167865505001492
    • W. Pedrycz, "Interpretation of clusters in the framework of shadowed sets," Pattern Recog. Lett., vol. 26, no. 15, pp. 2439-2449, Nov. 2005. (Pubitemid 41394300)
    • (2005) Pattern Recognition Letters , vol.26 , Issue.15 , pp. 2439-2449
    • Pedrycz, W.1
  • 10
    • 33947430572 scopus 로고    scopus 로고
    • Uncertain fuzzy clustering: Interval type-2 fuzzy approach to C-means
    • DOI 10.1109/TFUZZ.2006.889763, Extensions of Type-1 Fuzzy Sets
    • C. Hwang and F. Rhee, "Uncertain fuzzy clustering: interval type-2 fuzzy approach to C-means," IEEE Trans. Fuzzy Syst., vol. 15, no. 1, pp. 107- 120, Feb. 2007. (Pubitemid 46444307)
    • (2007) IEEE Transactions on Fuzzy Systems , vol.15 , Issue.1 , pp. 107-120
    • Hwang, C.1    Rhee, F.C.-H.2
  • 12
    • 33750023711 scopus 로고    scopus 로고
    • Advances in type-2 fuzzy sets and systems
    • DOI 10.1016/j.ins.2006.05.003, PII S0020025506001356
    • J. M. Mendel, "Advances in type-2 fuzzy sets and systems," Inf. Sci., vol. 177, pp. 84-110, 2007. (Pubitemid 44566500)
    • (2007) Information Sciences , vol.177 , Issue.1 , pp. 84-110
    • Mendel, J.M.1
  • 13
    • 34248145512 scopus 로고    scopus 로고
    • Type-2 FLCs: A new generation of fuzzy controllers
    • DOI 10.1109/MCI.2007.357192
    • H. Hagras, "Type-2 FLCs: A new generation of fuzzy controllers," IEEE Comput. Intell. Mag., vol. 2, no. 1, pp. 30-43, Feb. 2007. (Pubitemid 46718756)
    • (2007) IEEE Computational Intelligence Magazine , vol.2 , Issue.1 , pp. 30-43
    • Hagras, H.1
  • 15
    • 33947398449 scopus 로고    scopus 로고
    • Geometric type-1 and type-2 fuzzy logic systems
    • DOI 10.1109/TFUZZ.2006.889764, Extensions of Type-1 Fuzzy Sets
    • S. Coupland and R. John, "Geometric type-1 and type-2 fuzzy logic systems," IEEE Trans. Fuzzy Syst., vol. 15, no. 1, pp. 3-15, Feb. 2007. (Pubitemid 46444300)
    • (2007) IEEE Transactions on Fuzzy Systems , vol.15 , Issue.1 , pp. 3-15
    • Coupland, S.1    John, R.2
  • 16
    • 0016459349 scopus 로고
    • The concept of a linguistic variable and its approximate reasoning-II
    • L. A. Zadeh, "The concept of a linguistic variable and its approximate reasoning-II," Inf. Sci., vol. 8, pp. 301-357, 1975.
    • (1975) Inf. Sci. , vol.8 , pp. 301-357
    • Zadeh, L.A.1
  • 17
    • 79955466397 scopus 로고    scopus 로고
    • Interval type-2 fuzzy voter design for fault tolerant systems
    • Jul.
    • O. Linda and M. Manic, "Interval type-2 fuzzy voter design for fault tolerant systems," Inf. Sci., vol. 181, no. 14, pp. 2933-2950, Jul. 2011.
    • (2011) Inf. Sci. , vol.181 , Issue.14 , pp. 2933-2950
    • Linda, O.1    Manic, M.2
  • 18
    • 4344620181 scopus 로고    scopus 로고
    • A hierarchical type-2 fuzzy logic control architecture for autonomous mobile robots
    • Aug
    • H. A. Hagras, "A hierarchical type-2 fuzzy logic control architecture for autonomous mobile robots," IEEE Trans. Fuzzy Syst., vol. 12, no. 4, pp. 524-539, Aug. 2004.
    • (2004) IEEE Trans. Fuzzy Syst. , vol.12 , Issue.4 , pp. 524-539
    • Hagras, H.A.1
  • 19
    • 23944489118 scopus 로고    scopus 로고
    • A type-2 fuzzy logic controller for tracking mobile objects in the context of robotic soccer games
    • Proceedings of the IEEE International Conference on Fuzzy Systems, FUZZ-IEEE 2005
    • J. Figueroa, J. Posada, J. Soriano, M. Melgarejo, and S. Rojas, "A type-2 fuzzy logic controller for tracking mobile objects in the context of robotic soccer games," in Proc. IEEE Int. Conf. Fuzzy Syst., 2005, pp. 359-364. (Pubitemid 41189533)
    • (2005) IEEE International Conference on Fuzzy Systems , pp. 359-364
    • Figueroa, J.1    Posada, J.2    Soriano, J.3    Mclgarejo, M.4    Rojas, S.5
  • 20
    • 34250788517 scopus 로고    scopus 로고
    • Using uncertainty bounds in the design of an embedded real-time type-2 neuro-fuzzy speed controller for marine diesel engines
    • DOI 10.1109/FUZZY.2006.1681899, 1681899, 2006 IEEE International Conference on Fuzzy Systems
    • C. Lynch and H. Hagras, "Using uncertainty bounds in the design of an embedded real-time type-2 neuro-fuzzy speed controller for marine diesel engines," in Proc. IEEE Int. Conf. Fuzzy Syst., Vancouver, BC, Canada, 2006, p. 1446-1453. (Pubitemid 46948942)
    • (2006) IEEE International Conference on Fuzzy Systems , pp. 1446-1453
    • Lynch, C.1    Hagras, H.2    Callaghan, V.3
  • 21
    • 78751545395 scopus 로고    scopus 로고
    • Comparative analysis of type-1 and type-2 fuzzy control in context of learning behaviors for mobile robotics
    • Glendale, AZ, Nov. 7-10
    • O. Linda andM. Manic, "Comparative analysis of type-1 and type-2 fuzzy control in context of learning behaviors for mobile robotics," in Proc. 36th Annu. Conf. IEEE Ind. Electron. Soc., Glendale, AZ, Nov. 7-10, 2010, pp. 1092-1098.
    • (2010) Proc. 36th Annu. Conf. IEEE Ind. Electron. Soc. , pp. 1092-1098
    • Linda, O.1    Manic, M.2
  • 22
    • 81255129699 scopus 로고    scopus 로고
    • Uncertainty-robust design of interval type-2 fuzzy logic controller for delta parallel robot
    • Nov
    • O. Linda and M. Manic, "Uncertainty-robust design of interval type-2 fuzzy logic controller for delta parallel robot," IEEE Trans. Ind. Inf., vol. 7, no. 4, pp. 661-671, Nov. 2011.
    • (2011) IEEE Trans. Ind. Inf. , vol.7 , Issue.4 , pp. 661-671
    • Linda, O.1    Manic, M.2
  • 23
    • 0035247535 scopus 로고    scopus 로고
    • Centroid of a type-2 fuzzy set
    • DOI 10.1016/S0020-0255(01)00069-X, PII S002002550100069X
    • N. Karnik and J. M. Mendel, "Centroid of a type-2 fuzzy set," Inf. Sci., vol. 132, pp. 195-220, 2001. (Pubitemid 32273094)
    • (2001) Information Sciences , vol.132 , Issue.1-4 , pp. 195-220
    • Karnik, N.N.1    Mendel, J.M.2
  • 24
    • 33947199640 scopus 로고    scopus 로고
    • Interval type-2 fuzzy logic systems made simple
    • DOI 10.1109/TFUZZ.2006.879986
    • J. M. Mendel, R. John, and F. Liu, "Interval type-2 fuzzy logic systems made simple," IEEE Trans. Fuzzy Syst., vol. 14, no. 6, pp. 808-821, Dec. 2006. (Pubitemid 46432460)
    • (2006) IEEE Transactions on Fuzzy Systems , vol.14 , Issue.6 , pp. 808-821
    • Mendel, J.M.1    John, R.I.2    Liu, F.3
  • 25
    • 13244265796 scopus 로고    scopus 로고
    • Pattern recognition using type-II fuzzy sets
    • DOI 10.1016/j.ins.2004.02.027, PII S0020025504000933
    • H. B. Mitchell, "Pattern recognition using type-II fuzzy sets," Inf. Sci., vol. 170, no. 2-4, pp. 409-418, Feb. 2005. (Pubitemid 40183416)
    • (2005) Information Sciences , vol.170 , Issue.2-4 , pp. 409-418
    • Mitchell, H.B.1
  • 26
    • 34548605210 scopus 로고    scopus 로고
    • Uncertainty measures for interval type-2 fuzzy sets
    • DOI 10.1016/j.ins.2007.07.012, PII S002002550700357X, Including: Mathematics of Uncertainty
    • D. Wu and J. M. Mendel, "Uncertainty measures for interval type-2 fuzzy sets," Inf. Sci., vol. 177, no. 23, pp. 5378-5393, Dec. 2007. (Pubitemid 47409992)
    • (2007) Information Sciences , vol.177 , Issue.23 , pp. 5378-5393
    • Wu, D.1    Mendel, J.M.2
  • 27
    • 49449100216 scopus 로고    scopus 로고
    • Type-2 fuzzy Gaussian mixturemodels
    • Dec
    • J. Zheng, L. Xie, and Z.-Q. Liu, "Type-2 fuzzy Gaussian mixturemodels," Pattern Recog., vol. 41, no. 12, pp. 3636-3643, Dec. 2008.
    • (2008) Pattern Recog. , vol.41 , Issue.12 , pp. 3636-3643
    • Zheng, J.1    Xie, L.2    Liu, Z.-Q.3
  • 28
    • 11144326342 scopus 로고    scopus 로고
    • An interval type-2 fuzzy C spherical shells algorithm
    • 2004 IEEE International Conference on Fuzzy Systems - Proceedings
    • C. Hwang and F. Rhee, "An interval type-2 fuzzy C spherical shells algorithm," in Proc. Int. Conf. Fuzzy Syst., Jul. 2004, vol. 2, pp. 1117- 1122. (Pubitemid 40028054)
    • (2004) IEEE International Conference on Fuzzy Systems , vol.2 , pp. 1117-1122
    • Hwang, C.1    Rhee, F.C.-H.2
  • 30
    • 0037860959 scopus 로고    scopus 로고
    • An interval type-2 fuzzy K-nearest neighbor
    • May
    • F. Rhee and C. Hwang, "An interval type-2 fuzzy K-nearest neighbor," in Proc. Int. Conf. Fuzzy Syst., May 2003, vol. 2, pp. 802-807.
    • (2003) Proc. Int. Conf. Fuzzy Syst. , vol.2 , pp. 802-807
    • Rhee, F.1    Hwang, C.2
  • 31
    • 39749103791 scopus 로고    scopus 로고
    • An efficient centroid type-reduction strategy for general type-2 fuzzy logic system
    • F. Liu, "An efficient centroid type-reduction strategy for general type-2 fuzzy logic system," Inf. Sci., vol. 178, pp. 2224-2236, 2008.
    • (2008) Inf. Sci. , vol.178 , pp. 2224-2236
    • Liu, F.1
  • 32
    • 70350064580 scopus 로고    scopus 로고
    • α-Plane representation for type-2 fuzzy sets: Theory and applications
    • Oct
    • J. M. Mendel, F. Liu, and D. Zhai, "α-plane representation for type-2 fuzzy sets: Theory and applications," IEEE Trans. Fuzzy Syst., vol. 17, no. 5, pp. 1189-1207, Oct. 2009.
    • (2009) IEEE Trans. Fuzzy Syst. , vol.17 , Issue.5 , pp. 1189-1207
    • Mendel, J.M.1    Liu, F.2    Zhai, D.3
  • 33
    • 77955479411 scopus 로고    scopus 로고
    • Toward general type-2 fuzzy logic systems based on zSlices
    • Aug
    • C. Wagner and H. Hagras, "Toward general type-2 fuzzy logic systems based on zSlices," IEEE Trans. Fuzzy Syst., vol. 18, no. 4, pp. 637-660, Aug. 2010.
    • (2010) IEEE Trans. Fuzzy Syst. , vol.18 , Issue.4 , pp. 637-660
    • Wagner, C.1    Hagras, H.2
  • 34
    • 78449270262 scopus 로고    scopus 로고
    • Uncertainty measures for general Type-2 fuzzy sets
    • Feb.
    • D. Zhai and J. M. Mendel, "Uncertainty measures for general Type-2 fuzzy sets," Inf. Sci., vol. 181, no. 3, pp. 503-518, Feb. 2011.
    • (2011) Inf. Sci. , vol.181 , Issue.3 , pp. 503-518
    • Zhai, D.1    Mendel, J.M.2
  • 36
    • 78549287855 scopus 로고    scopus 로고
    • Centroid of a general type-2 fuzzy set computed by means of the centroid-flow algorithm
    • Barcelona, Spain, Jul.
    • D. Zhai and J. M. Mendel, "Centroid of a general type-2 fuzzy set computed by means of the centroid-flow algorithm," in Proc. World Congr. Comput. Intell., Barcelona, Spain, Jul. 2010, pp. 895-902.
    • (2010) Proc. World Congr. Comput. Intell. , pp. 895-902
    • Zhai, D.1    Mendel, J.M.2
  • 37
    • 79958014397 scopus 로고    scopus 로고
    • Computing the centroid of a general type-2 fuzzy set by means of the centroid-flow algorithm
    • Jun
    • D. Zhai and J. M. Mendel, "Computing the centroid of a general type-2 fuzzy set by means of the centroid-flow algorithm," IEEE Trans. Fuzzy Syst., vol. 19, no. 3, pp. 401-422, Jun. 2011.
    • (2011) IEEE Trans. Fuzzy Syst. , vol.19 , Issue.3 , pp. 401-422
    • Zhai, D.1    Mendel, J.M.2
  • 39
    • 76849110227 scopus 로고    scopus 로고
    • Comments on 'α-plane representation for type-2 fuzzy sets: Theory and applications
    • Feb
    • J. M. Mendel, "Comments on 'α-plane representation for type-2 fuzzy sets: Theory and applications," IEEE Trans. Fuzzy Syst., vol. 18, no. 1, pp. 229-230, Feb. 2010.
    • (2010) IEEE Trans. Fuzzy Syst. , vol.18 , Issue.1 , pp. 229-230
    • Mendel, J.M.1
  • 40
    • 79953667230 scopus 로고    scopus 로고
    • An enhanced type-reduction algorithm for type-2 fuzzy sets
    • Ar
    • C. Y. Yeh, W. H. Jeng, and S. J. Lee, "An enhanced type-reduction algorithm for type-2 fuzzy sets," IEEE Trans. Fuzzy Syst., vol. 19, no. 2, pp. 227-240, Apr. 2011.
    • (2011) IEEE Trans. Fuzzy Syst. , vol.19 , Issue.2 , pp. 227-240
    • Yeh, C.Y.1    Jeng, W.H.2    Lee, S.J.3
  • 41
    • 84867357760 scopus 로고    scopus 로고
    • Monotone centroid flow algorithm for typereduction of general type-2 fuzzy sets
    • in print
    • O. Linda and M. Manic, "Monotone centroid flow algorithm for typereduction of general type-2 fuzzy sets," IEEE Trans. Fuzzy Syst., in print 2012.
    • (2012) IEEE Trans. Fuzzy Syst.
    • Linda, O.1    Manic, M.2
  • 42
    • 34147170360 scopus 로고    scopus 로고
    • Super-exponential convergence of the Karnik-Mendel algorithms for computing the centroid of an interval type-2 fuzzy set
    • DOI 10.1109/TFUZZ.2006.882463
    • J. M. Mendel and F. Liu, "Super-exponential convergence of the karnikmendel algorithms for computing the centroid of an interval type-2 fuzzy set," IEEE Trans. Fuzzy Syst., vol. 15, no. 2, pp. 309-320, Apr. 2007. (Pubitemid 46563430)
    • (2007) IEEE Transactions on Fuzzy Systems , vol.15 , Issue.2 , pp. 309-320
    • Mendel, J.M.1    Liu, F.2
  • 43


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.