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Volumn 5, Issue 2, 2012, Pages 103-116

Function approximation with LWPR and XCSF: A comparative study

Author keywords

LWPR; Machine learning; Non parametric regression; XCSF

Indexed keywords

APPROXIMATION PROBLEMS; BENCH-MARK PROBLEMS; CLUSTERINGS; COMPARATIVE STUDIES; FUNCTION APPROXIMATION; FUNCTION CLASS; GENETICS BASED MACHINE LEARNING; GRID SEARCH; INPUT SPACE; LEARNING BEHAVIOR; LEARNING CLASSIFIER SYSTEM; LOCAL MODEL; LOCALLY WEIGHTED PROJECTION REGRESSIONS; LWPR; MACHINE LEARNING TECHNIQUES; NON-PARAMETRIC REGRESSION; NONLINEAR FUNCTIONS; NUMERICAL MATHEMATICS; PARETO OPTIMAL SOLUTIONS; PARETO-OPTIMAL; PERFORMANCE CRITERION; POPULATION SIZES; WEIGHTED SUM; XCSF;

EID: 84861636511     PISSN: 18645909     EISSN: 18645917     Source Type: Journal    
DOI: 10.1007/s12065-012-0082-7     Document Type: Article
Times cited : (8)

References (15)
  • 1
    • 56549108841 scopus 로고    scopus 로고
    • Function approximation with XCS: hyperellipsoidal conditions, recursive least squares, and compaction
    • Butz MV, Lanzi PL, Wilson SW (2008) Function approximation with XCS: hyperellipsoidal conditions, recursive least squares, and compaction. IEEE Trans Evol Comput 12: 355-376.
    • (2008) IEEE Trans Evol Comput , vol.12 , pp. 355-376
    • Butz, M.V.1    Lanzi, P.L.2    Wilson, S.W.3
  • 3
    • 84952149204 scopus 로고
    • A statistical view of some chemometrics regression tools
    • Frank IE, Friedman JH (1993) A statistical view of some chemometrics regression tools. Technometrics 35(2): 109-135.
    • (1993) Technometrics , vol.35 , Issue.2 , pp. 109-135
    • Frank, I.E.1    Friedman, J.H.2
  • 6
    • 84861611686 scopus 로고    scopus 로고
    • LWPR implementation in C (v. 1. 2. 3)
    • LWPR implementation in C (v. 1. 2. 3) (2010) http://www. ipab. informatics. ed. ac. uk/slmc/software/lwpr/lwpr-1. 2. 3. tar. gz.
    • (2010)
  • 7
    • 0001108227 scopus 로고    scopus 로고
    • Constructive incremental learning from only local information
    • Schaal S, Atkeson CG (1998) Constructive incremental learning from only local information. Neural Comput 10(8): 2047-2084.
    • (1998) Neural Comput , vol.10 , Issue.8 , pp. 2047-2084
    • Schaal, S.1    Atkeson, C.G.2
  • 8
    • 0036639869 scopus 로고    scopus 로고
    • Scalable techniques from nonparametric statistics for real time robot learning
    • Schaal S, Atkeson CG, Vijayakumar S (2002) Scalable techniques from nonparametric statistics for real time robot learning. Appl Intell 17(1): 49-60.
    • (2002) Appl Intell , vol.17 , Issue.1 , pp. 49-60
    • Schaal, S.1    Atkeson, C.G.2    Vijayakumar, S.3
  • 9
    • 77955936833 scopus 로고    scopus 로고
    • Documentation of JavaXCSF
    • Y2009N001, COBOSLAB, Department of Psychology III, University of Würzburg, Röntgenring 11, 97070 Würzburg, Germany
    • Stalph PO, Butz MV (2009) Documentation of JavaXCSF. Tech. Rep. Y2009N001, COBOSLAB, Department of Psychology III, University of Würzburg, Röntgenring 11, 97070 Würzburg, Germany. http://www. uni-wuerzburg. de/fileadmin/ext00209/user_upload/Publications/2009/Stalph09JavaXCSF. pdf.
    • (2009) Tech. Rep.
    • Stalph, P.O.1    Butz, M.V.2
  • 10
    • 80051833557 scopus 로고    scopus 로고
    • Resource management and scalability of the XCSF learning classifier system
    • Stalph PO, Llorà X, Goldberg DE, Butz MV (2010) Resource management and scalability of the XCSF learning classifier system. Theor Comput Sci DOI http://dx. doi. org/10. 1016/j. tcs. 2010. 07. 00.
    • (2010) Theor Comput Sci
    • Stalph, P.O.1    Llorà, X.2    Goldberg, D.E.3    Butz, M.V.4
  • 11
    • 27144556425 scopus 로고    scopus 로고
    • Incremental online learning in high dimensions
    • Vijayakumar S, D'Souza A, Schaal S (2005) Incremental online learning in high dimensions. Neural Comput 17(12): 2602-2634.
    • (2005) Neural Comput , vol.17 , Issue.12 , pp. 2602-2634
    • Vijayakumar, S.1    D'Souza, A.2    Schaal, S.3
  • 13
    • 0001387704 scopus 로고
    • Classifier fitness based on accuracy
    • Wilson SW (1995) Classifier fitness based on accuracy. Evol Comput 3(2): 149-175.
    • (1995) Evolutionary Computation , vol.3 , Issue.2 , pp. 149-175
    • Wilson, S.W.1
  • 14
    • 0000648788 scopus 로고    scopus 로고
    • Generalization in the XCS classifier system
    • In: Koza JR, Banzhaf W, Chellapilla K, Deb K, Dorigo M, Fogel DB, Grazon MH, Goldberg DE, Iba H, Riolo RL, Morgan Kaufmann
    • Wilson SW (1998) Generalization in the XCS classifier system. In: Koza JR, Banzhaf W, Chellapilla K, Deb K, Dorigo M, Fogel DB, Grazon MH, Goldberg DE, Iba H, Riolo RL (eds) Genetic programming 1998: proceedings of the third annual conference. Morgan Kaufmann, pp 665-674.
    • (1998) Genetic Programming 1998: Proceedings of the Third Annual Conference , pp. 665-674
    • Wilson, S.W.1
  • 15
    • 27144549349 scopus 로고    scopus 로고
    • Classifiers that approximate functions
    • Wilson SW (2002) Classifiers that approximate functions. Natural Comput 1: 211-234.
    • (2002) Nat Comput , vol.1 , pp. 211-234
    • Wilson, S.W.1


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.