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Volumn 12, Issue 2, 2012, Pages 800-806

HGA: Hybrid genetic algorithm in fuzzy rule-based classification systems for high-dimensional problems

Author keywords

Classification; Fuzzy rule based classification systems; Genetic algorithms; Genetic fuzzy systems; Integer programming

Indexed keywords

BENCHMARK DATA; CLASSIFICATION RULES; COMPARATIVE STUDIES; FUZZY RULE BASED CLASSIFICATION SYSTEMS; GENETIC FUZZY SYSTEMS; HIGH-DIMENSIONAL; HIGH-DIMENSIONAL PROBLEMS; HYBRID GENETIC ALGORITHMS; HYBRID HEURISTICS; NON-PARAMETRIC STATISTICAL TESTS;

EID: 84655161319     PISSN: 15684946     EISSN: None     Source Type: Journal    
DOI: 10.1016/j.asoc.2011.10.010     Document Type: Article
Times cited : (56)

References (39)
  • 3
    • 0002197262 scopus 로고
    • Distributed representation of fuzzy rules and its application to pattern classification
    • H. Ishibuchi, K. Nozaki, and H. Tanaka Distributed representation of fuzzy rules and its application to pattern classification Fuzzy Sets and Systems 52 1 1992 21 32
    • (1992) Fuzzy Sets and Systems , vol.52 , Issue.1 , pp. 21-32
    • Ishibuchi, H.1    Nozaki, K.2    Tanaka, H.3
  • 4
    • 0027702852 scopus 로고
    • Efficient fuzzy partition of pattern space for classification problems
    • H. Ishibuchi, K. Nozaki, and H. Tanaka Efficient fuzzy partition of pattern space for classification problems Fuzzy Sets and Systems 59 3 1993 295 304
    • (1993) Fuzzy Sets and Systems , vol.59 , Issue.3 , pp. 295-304
    • Ishibuchi, H.1    Nozaki, K.2    Tanaka, H.3
  • 5
    • 0000719509 scopus 로고    scopus 로고
    • Voting in fuzzy rule-based systems for pattern classification problems
    • PII S0165011498002231
    • H. Ishibuchi, T. Nakashima, and T. Morisawa Voting in fuzzy rule-based systems for pattern classification problems Fuzzy Sets and Systems 103 2 1999 223 238 (Pubitemid 129502321)
    • (1999) Fuzzy Sets and Systems , vol.103 , Issue.2 , pp. 223-238
    • Ishibuchi, H.1    Nakashima, T.2    Morisawa, T.3
  • 6
    • 0035415473 scopus 로고    scopus 로고
    • Effect of rule weights in fuzzy rule-based classification systems
    • DOI 10.1109/91.940964, PII S1063670601065353, Fuzzy Logic at the Turn of the Millennium
    • H. Ishibuchi, and T. Nakashima Effect of rule weights in fuzzy rule-based classification systems IEEE Transactions on Fuzzy Systems 9 4 2001 506 515 (Pubitemid 32935694)
    • (2001) IEEE Transactions on Fuzzy Systems , vol.9 , Issue.4 , pp. 506-515
    • Ishibuchi, H.1    Nakashima, T.2
  • 7
    • 0036454155 scopus 로고    scopus 로고
    • Comparison of heuristic rule weight specification methods
    • H. Ishibuchi, and T. Yamamoto Comparison of heuristic rule weight specification methods Proceedings of 2002 IEEE International Conference on Fuzzy Systems May 12-17, 2002, Honolulu, USA 2002 908 913 (Pubitemid 35466245)
    • (2002) IEEE International Conference on Plasma Science , vol.2 , pp. 908-913
    • Ishibuchi, H.1    Yamamoto, T.2
  • 8
    • 3543062929 scopus 로고    scopus 로고
    • Effect of fuzzy discretization in fuzzy rule-based systems for classification problems with continuous attributes
    • H. Ishibuchi, and T. Yamamoto Effect of fuzzy discretization in fuzzy rule-based systems for classification problems with continuous attributes Archives of Control Sciences 12 4 2002 351 378 (Pubitemid 36218467)
    • (2002) Archives of Control Science , vol.12 , Issue.4 , pp. 351-378
    • Ishibuchi, H.1    Yamamoto, T.2
  • 10
    • 50149096917 scopus 로고    scopus 로고
    • Genetic fuzzy systems: Taxonomy, current research trends and prospects
    • F. Herrera Genetic fuzzy systems: taxonomy, current research trends and prospects Evolutionary Intelligence 1 2008 27 46
    • (2008) Evolutionary Intelligence , vol.1 , pp. 27-46
    • Herrera, F.1
  • 11
    • 38649114684 scopus 로고    scopus 로고
    • Designing of classifiers based on immune principles and fuzzy rules
    • Z. Lei, and L. Ren-hou Designing of classifiers based on immune principles and fuzzy rules Information Sciences 178 7 2008 1836 1847
    • (2008) Information Sciences , vol.178 , Issue.7 , pp. 1836-1847
    • Lei, Z.1    Ren-Hou, L.2
  • 12
    • 63149186316 scopus 로고    scopus 로고
    • A hybrid coevolutionary algorithm for designing fuzzy classifiers
    • M. Li, and Z. Wang A hybrid coevolutionary algorithm for designing fuzzy classifiers Information Sciences 179 12 2009 1970 1983
    • (2009) Information Sciences , vol.179 , Issue.12 , pp. 1970-1983
    • Li, M.1    Wang, Z.2
  • 13
    • 84956862770 scopus 로고    scopus 로고
    • Evolving fuzzy rule based classifiers with GA-P: A grammatical approach - From LNCS 1598
    • R. Poli, Springer Heidelberg
    • S. García, F. González, and L. Sánchez Evolving fuzzy rule based classifiers with GA-P: a grammatical approach - from LNCS 1598 R. Poli, EuroGP'99 1999 Springer Heidelberg 203 210
    • (1999) EuroGP'99 , pp. 203-210
    • García, S.1    González, F.2    Sánchez, L.3
  • 14
    • 0029322281 scopus 로고
    • The GA-P: A genetic algorithm and genetic programming hybrid
    • L.M. Howard, and D.J. D'Angelo The GA-P: a genetic algorithm and genetic programming hybrid IEEE Expert 10 3 1995 11 15
    • (1995) IEEE Expert , vol.10 , Issue.3 , pp. 11-15
    • Howard, L.M.1    D'Angelo, D.J.2
  • 15
    • 0035426475 scopus 로고    scopus 로고
    • Combining GP operators with SA search to evolve fuzzy rule based classifiers
    • DOI 10.1016/S0020-0255(01)00146-3, PII S0020025501001463
    • L. Sánchez, I. Couso, and J.A. Corrales Combining GP operators with SA search to evolve fuzzy rule based classifiers Information Sciences 136 1-4 2001 175 191 (Pubitemid 32621500)
    • (2001) Information Sciences , vol.136 , Issue.1-4 , pp. 175-191
    • Sanchez, L.1    Couso, I.2    Corrales, J.A.3
  • 16
    • 75149189017 scopus 로고    scopus 로고
    • Discovering fuzzy classification rules with genetic programming and co-evolution - From principles of data mining and knowledge discovery
    • L. De Raedt, A. Siebes, Springer Heidelberg
    • R.R.F. Mendes, F. Voznika, B. de, and A.A. Freitas Discovering fuzzy classification rules with genetic programming and co-evolution - from principles of data mining and knowledge discovery L. De Raedt, A. Siebes, Lecture Notes in Computer Science 2168 2001 Springer Heidelberg 314
    • (2001) Lecture Notes in Computer Science 2168 , pp. 314
    • Mendes, R.R.F.1    Voznika, F.2    De, B.3    Freitas, A.A.4
  • 17
    • 0036641224 scopus 로고    scopus 로고
    • Learning discriminant functions with fuzzy attributes for classification using genetic programming
    • DOI 10.1016/S0957-4174(02)00025-8, PII S0957417402000258
    • B.-C. Chien, J.Y. Lin, and T.-P. Hong Learning discriminate functions with fuzzy attributes for classification using genetic programming Expert Systems with Applications 23 1 2002 31 37 (Pubitemid 34648986)
    • (2002) Expert Systems with Applications , vol.23 , Issue.1 , pp. 31-37
    • Chien, B.-C.1    Lin, J.Y.2    Hong, T.-P.3
  • 19
    • 75149139352 scopus 로고    scopus 로고
    • GP-COACH: Genetic programming-based learning of compact and accurate fuzzy rule-based classification systems for high-dimensional problems
    • F. Berlanga, M. Jesus, and F. Herrera GP-COACH: genetic programming-based learning of compact and accurate fuzzy rule-based classification systems for high-dimensional problems Information Sciences 180 2010 1183 1200
    • (2010) Information Sciences , vol.180 , pp. 1183-1200
    • Berlanga, F.1    Jesus, M.2    Herrera, F.3
  • 20
    • 56649107939 scopus 로고    scopus 로고
    • The framework of axiomatics fuzzy sets based fuzzy classifiers
    • X. Liu, and W. Liu The framework of axiomatics fuzzy sets based fuzzy classifiers JIMO 4 3 2008 581 609
    • (2008) JIMO , vol.4 , Issue.3 , pp. 581-609
    • Liu, X.1    Liu, W.2
  • 26
    • 0031209094 scopus 로고    scopus 로고
    • A fuzzy classifier with ellipsoidal regions
    • PII S1063670697028361
    • S. Abe, and R. Thawonmas A fuzzy classifier with ellipsoidal regions IEEE Transactions on Fuzzy Systems 5 1997 358 368 (Pubitemid 127768520)
    • (1997) IEEE Transactions on Fuzzy Systems , vol.5 , Issue.3 , pp. 358-368
    • Abe, S.1    Thawonmas, R.2
  • 28
    • 0032069167 scopus 로고    scopus 로고
    • Completeness and consistency conditions for learning fuzzy rules
    • PII S0165011496002801
    • A. Gonźalez, and R. P'erez Completeness and consistency conditions for learning fuzzy rules Fuzzy Sets Systems 96 1998 37 51 (Pubitemid 128654845)
    • (1998) Fuzzy Sets and Systems , vol.96 , Issue.1 , pp. 37-51
    • Gonzalez, A.1    Perez, R.2
  • 30
    • 0029185077 scopus 로고
    • Handwritten numeral recognition using self-organizing maps and fuzzy rules
    • Z. Chi, J. Wu, and H. Yan Handwritten numeral recognition using self-organizing maps and fuzzy rules Pattern Recognition 28 1995 59 66
    • (1995) Pattern Recognition , vol.28 , pp. 59-66
    • Chi, Z.1    Wu, J.2    Yan, H.3
  • 33
    • 0034325513 scopus 로고    scopus 로고
    • Pattern classification with principal component analysis and fuzzy rule bases
    • V. Ravi, P. Reddy, and H. Zimmermann Pattern classification with principal component analysis and fuzzy rule bases European Journal of Operational Research 126 3 2000 526 533
    • (2000) European Journal of Operational Research , vol.126 , Issue.3 , pp. 526-533
    • Ravi, V.1    Reddy, P.2    Zimmermann, H.3
  • 34
    • 67650995440 scopus 로고    scopus 로고
    • Feature selection for multi-label naive Bayes classification
    • M.-L. Zhang, J.M. Peña, and V. Robles Feature selection for multi-label naive Bayes classification Information Sciences 179 19 2009 3218 3229
    • (2009) Information Sciences , vol.179 , Issue.19 , pp. 3218-3229
    • Zhang, M.-L.1    Peña, J.M.2    Robles, V.3
  • 35
    • 0033906947 scopus 로고    scopus 로고
    • Fuzzy rule based classification with FeatureSelector and modified threshold accepting
    • DOI 10.1016/S0377-2217(99)00090-9
    • V. Ravi, and H. Zimmermann Fuzzy rule based classification with FeatureSelector and modified threshold accepting European Journal of Operational Research 123 1 2000 16 28 (Pubitemid 30575849)
    • (2000) European Journal of Operational Research , vol.123 , Issue.1 , pp. 16-28
    • Ravi, V.1    Zimmermann, H.-J.2
  • 37
    • 29744455079 scopus 로고    scopus 로고
    • A comparison of classification accuracy of four genetic programming-evolved intelligent structures
    • DOI 10.1016/j.ins.2005.03.012, PII S0020025505001076
    • A. Tsakonas A comparison of classification accuracy of four genetic programming-evolved intelligent structures Information Sciences 176 6 2006 691 724 (Pubitemid 43031463)
    • (2006) Information Sciences , vol.176 , Issue.6 , pp. 691-724
    • Tsakonas, A.1
  • 38
    • 0032597810 scopus 로고    scopus 로고
    • Design of accurate classifiers with a compact fuzzy-rule base using an evolutionary scatter partition of feature space
    • H. Ishibuchi, T. Nakashima, and T. Murata Design of accurate classifiers with a compact fuzzy-rule base using an evolutionary scatter partition of feature space IEEE Transactions on Systems, Man and Cybernetics 29 5 1999 601 618
    • (1999) IEEE Transactions on Systems, Man and Cybernetics , vol.29 , Issue.5 , pp. 601-618
    • Ishibuchi, H.1    Nakashima, T.2    Murata, T.3
  • 39
    • 70349270458 scopus 로고    scopus 로고
    • A study on the use of non-parametric tests for analyzing the evolutionary algorithms' behaviour: A case study on the CEC'2005 special session on real parameter optimization
    • S. García, D. Molina, M. Lozano, and F. Herrera A study on the use of non-parametric tests for analyzing the evolutionary algorithms' behaviour: a case study on the CEC'2005 special session on real parameter optimization Journal of Heuristics 15 2009 617 644
    • (2009) Journal of Heuristics , vol.15 , pp. 617-644
    • García, S.1    Molina, D.2    Lozano, M.3    Herrera, F.4


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