메뉴 건너뛰기




Volumn 23, Issue 6, 2009, Pages 1107-1127

Solution over-fit control in evolutionary multiobjective optimization of pattern classification systems

Author keywords

Classifier design; Feature selection; Multiobjective optimization; Over fit control; Pattern classification system

Indexed keywords

CANDIDATE SOLUTION; CLASSIFICATION SYSTEM; CLASSIFIER DESIGN; CONTROL STRATEGIES; DATA SETS; DOMINANCE RELATION; ENGINEERING SYSTEMS; EVOLUTIONARY MULTIOBJECTIVE OPTIMIZATION; EVOLUTIONARY PROCESS; EXPERIMENTAL ANALYSIS; FEATURE SELECTION; GENERALIZATION ABILITY; MEMETIC ALGORITHMS; MULTI OBJECTIVE; MULTIOBJECTIVE EVOLUTIONARY OPTIMIZATION; OVER-FIT CONTROL; PATTERN CLASSIFICATION; PATTERN CLASSIFICATION SYSTEM; PATTERN CLASSIFIER; POTENTIAL SOLUTIONS;

EID: 70349274353     PISSN: 02180014     EISSN: None     Source Type: Journal    
DOI: 10.1142/S0218001409007466     Document Type: Article
Times cited : (6)

References (32)
  • 8
    • 0033676397 scopus 로고    scopus 로고
    • A multiobjective evolutionary setting for feature selection and a commonality-based crossover operator
    • C. Emmanouilidis, A. Hunter and J. MacIntyre, A multiobjective evolutionary setting for feature selection and a commonality-based crossover operator, Proc. 2000 Congress on Evolutionary Computation (2000), pp. 309-316.
    • (2000) Proc. 2000 Congress on Evolutionary Computation , pp. 309-316
    • Emmanouilidis, C.1    Hunter, A.2    MacIntyre, J.3
  • 11
    • 0038612886 scopus 로고    scopus 로고
    • Do multiple-objective metaheuristics deliver on their promise? A computational experiment on the set-covering problem
    • A. Jaszkiewicz, Do multiple-objective metaheuristics deliver on their promise? A computational experiment on the set-covering problem," IEEE Trans. Evolut. Comput. 7 (2) (2003) 133-143.
    • (2003) IEEE Trans. Evolut. Comput. , vol.7 , Issue.2 , pp. 133-143
    • Jaszkiewicz, A.1
  • 12
    • 0023148717 scopus 로고
    • Modified quadratic discrim-inant functions and the application to Chinese character recognition
    • F. Kimura, K. Takashina, S. Tsuruoka and Y. Miyake, Modified quadratic discrim-inant functions and the application to Chinese character recognition, IEEE Trans. Patt. Anal. Mach. Intell. 9(1) (1987) 149-152.
    • (1987) IEEE Trans. Patt. Anal. Mach. Intell. , vol.9 , Issue.1 , pp. 149-152
    • Kimura, F.1    Takashina, K.2    Tsuruoka, S.3    Miyake, Y.4
  • 15
    • 24344460815 scopus 로고    scopus 로고
    • Memetic algorithms for multiobjective optimization: Issues, methods and prospects
    • eds. N. Krasnogor, J. E. Smith and W. E. Hart Springer Verlag
    • J. D. Knowles and D. Corne, Memetic algorithms for multiobjective optimization: issues, methods and prospects, Recent Advances in Memetic Algorithms, eds. N. Krasnogor, J. E. Smith and W. E. Hart (Springer Verlag, 2004), pp. 313-352.
    • (2004) Recent Advances in Memetic Algorithms , pp. 313-352
    • Knowles, J.D.1    Corne, D.2
  • 17
    • 27344452492 scopus 로고    scopus 로고
    • A tutorial for competent memetic algorithms: Model, taxonomy, and design issues
    • N. Krasnogor and J. Smith, A tutorial for competent memetic algorithms: model, taxonomy, and design issues, IEEE Trans. Evolut. Comput. 9(5) (2005) 474-488.
    • (2005) IEEE Trans. Evolut. Comput. , vol.9 , Issue.5 , pp. 474-488
    • Krasnogor, N.1    Smith, J.2
  • 18
    • 0033640901 scopus 로고    scopus 로고
    • Comparison of algorithms that select features for pattern classifiers
    • M. Kudo and J. Sklansky, Comparison of algorithms that select features for pattern classifiers, Patt. Recogn. 33(1) (2000) 25-41.
    • (2000) Patt. Recogn. , vol.33 , Issue.1 , pp. 25-41
    • Kudo, M.1    Sklansky, J.2
  • 19
    • 0034314744 scopus 로고    scopus 로고
    • Design classifier fusion systems by genetic algorithms
    • L. I. Kuncheva and L. C. Jain, Design classifier fusion systems by genetic algorithms, IEEE Trans. Evolut. Comput. 4(4) (2000) 327-336.
    • (2000) IEEE Trans. Evolut. Comput. , vol.4 , Issue.4 , pp. 327-336
    • Kuncheva, L.I.1    Jain, L.C.2
  • 23
    • 26844513469 scopus 로고    scopus 로고
    • Using early-stopping to avoid overfitting in wrapper-based feature subset selection employing stochastic search
    • Department of Computer Science, Trinity College
    • J. Loughrey and P. Cunningham, "Using early-stopping to avoid overfitting in wrapper-based feature subset selection employing stochastic search, TCD-CS-2005-2037 , Department of Computer Science, Trinity College (2005).
    • (2005) TCD-CS-2005-2037
    • Loughrey, J.1    Cunningham, P.2
  • 25
    • 0142086622 scopus 로고    scopus 로고
    • A methodology for feature selection using multi-objective genetic algorithms for handwritten digit string recognition
    • L. S. Oliveira, R. Sabourin, F. Bortolozzi and C. Y. Suen, A methodology for feature selection using multi-objective genetic algorithms for handwritten digit string recognition," Int. J. Patt. Recogn. Artif. Intell. 17(6) (2003).
    • (2003) Int. J. Patt. Recogn. Artif. Intell. , vol.17 , Issue.6
    • Oliveira, L.S.1    Sabourin, R.2    Bortolozzi, F.3    Suen, C.Y.4
  • 26
    • 27144507183 scopus 로고    scopus 로고
    • Multi-objective algorithms for attribute selection in data mining
    • eds. C. A. Coello Coello and G. B. Lamont World Scientific
    • G. L. Pappa, A. A. Freitas and C. A. A. Kaestner, Multi-objective algorithms for attribute selection in data mining, Applications of Multi-Objective Evolutionary Algorithms, eds. C. A. Coello Coello and G. B. Lamont (World Scientific, 2004), pp. 603-626.
    • (2004) Applications of Multi-Objective Evolutionary Algorithms , pp. 603-626
    • Pappa, G.L.1    Freitas, A.A.2    Kaestner, C.A.A.3
  • 27
    • 84890445089 scopus 로고    scopus 로고
    • Overfitting in making comparisons between variable selection methods
    • J. Reunanen, Overfitting in making comparisons between variable selection methods, J. Mach. Learn. Res. 3 (2003) 1371-1382.
    • (2003) J. Mach. Learn. Res. , vol.3 , pp. 1371-1382
    • Reunanen, J.1
  • 28
    • 10444224737 scopus 로고    scopus 로고
    • Classifier selection for majority voting
    • D. Ruta and B. Gabrys, Classifier selection for majority voting, Inform. Fus. 6 (2005) 63-81.
    • (2005) Inform. Fus. , vol.6 , pp. 63-81
    • Ruta, D.1    Gabrys, B.2
  • 29
    • 24344498748 scopus 로고    scopus 로고
    • A multi-objective memetic algorithm for intelligent feature extraction
    • Evolutionary Multi-Criterion Optimization - Third International Conference, EMO 2005
    • P. V. W. Radtke, T. Wong and R. Sabourin, A multi-objective memetic algorithm for intelligent feature extraction, Proc. Third Int. Conf. Evolutionary Multi-Criterion Optimization (2005), pp. 767-781. (Pubitemid 41251804)
    • (2005) Lecture Notes in Computer Science , vol.3410 , pp. 767-781
    • Radtke, P.V.W.1    Wong, T.2    Sabourin, R.3


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.