메뉴 건너뛰기




Volumn 50, Issue , 2003, Pages 105-123

Empirical evaluation of the improved Rprop learning algorithms

Author keywords

Gradient based optimization; Resilient backpropagation (Rprop); Supervised learning

Indexed keywords

BENCHMARKING; ERROR ANALYSIS; LEARNING ALGORITHMS; LEARNING SYSTEMS;

EID: 0037238922     PISSN: 09252312     EISSN: None     Source Type: Journal    
DOI: 10.1016/S0925-2312(01)00700-7     Document Type: Article
Times cited : (363)

References (27)
  • 1
    • 0003970094 scopus 로고    scopus 로고
    • Neuronale Netze: Optimierung durch Lernen und Evolution
    • Springer, Berlin
    • H. Braun, Neuronale Netze: Optimierung durch Lernen und Evolution, Springer, Berlin, 1997.
    • (1997)
    • Braun, H.1
  • 2
    • 0003000735 scopus 로고
    • Faster-learning variations of back-propagation: An empirical study
    • D. Touretzky, G. Hinton, T. Sejnowski (Eds.), San Mateo, Morgan Kaufmann, CA
    • S.E. Fahlman, Faster-learning variations of back-propagation: an empirical study, in: D. Touretzky, G. Hinton, T. Sejnowski (Eds.), Proceedings of the 1988 Connectionist Models Summer School, San Mateo, Morgan Kaufmann, CA, 1988, pp. 38-51.
    • (1988) Proceedings of the 1988 Connectionist Models Summer School , pp. 38-51
    • Fahlman, S.E.1
  • 3
    • 0002640882 scopus 로고    scopus 로고
    • Convergence properties of evolution strategies with the derandomized covariance matrix adaptation: The (μ/μ,λ)-CMA-ES
    • EUFIT'97, Fifth European Congress on Intelligent Techniques and Soft Computing, Aachen, Verlag Mainz, Wissenschaftsverlag
    • N. Hansen, A. Ostermeier, Convergence properties of evolution strategies with the derandomized covariance matrix adaptation: the (μ/μ,λ)-CMA-ES, in: EUFIT'97, Fifth European Congress on Intelligent Techniques and Soft Computing, Aachen, Verlag Mainz, Wissenschaftsverlag, 1997, pp. 650-654.
    • (1997) , pp. 650-654
    • Hansen, N.1    Ostermeier, A.2
  • 4
    • 0012656084 scopus 로고
    • On the adaptation of arbitrary normal mutation distributions in evolution strategies: The generating set adaptation
    • L.J. Eshelman (Ed.), Proceedings of the Sixth International Conference on Genetic Algorithms, Pittsburgh, Morgan Kaufmann, San Franscisco, CA
    • N. Hansen, A. Ostermeier, A. Gawelczyk, On the adaptation of arbitrary normal mutation distributions in evolution strategies: the generating set adaptation, in: L.J. Eshelman (Ed.), Proceedings of the Sixth International Conference on Genetic Algorithms, Pittsburgh, 1995, Morgan Kaufmann, San Franscisco, CA, pp. 57-64.
    • (1995) , pp. 57-64
    • Hansen, N.1    Ostermeier, A.2    Gawelczyk, A.3
  • 5
    • 0012655081 scopus 로고    scopus 로고
    • Fitness distributions: Tools for designing efficient evolutionary computations
    • L. Spector, W.B. Langdon, U.-M. O'Reilly, P.J. Angeline (Eds.), MIT Press, Cambridge, MA, (Chapter 9)
    • C. Igel, K. Chellapilla, Fitness distributions: tools for designing efficient evolutionary computations, in: L. Spector, W.B. Langdon, U.-M. O'Reilly, P.J. Angeline (Eds.), Advances in Genetic Programming, Vol. 3, MIT Press, Cambridge, MA, 1999, pp. 191-216 (Chapter 9).
    • (1999) Advances in Genetic Programming , vol.3 , pp. 191-216
    • Igel, C.1    Chellapilla, K.2
  • 6
    • 0003126173 scopus 로고    scopus 로고
    • Improving the Rprop learning algorithm
    • H. Bothe, R. Rojas (Eds.), Proceedings of the Second International Symposium on Neural Computation, NC 2000, ICSC Academic Press, Canada/Switzerland
    • C. Igel, M. Hüsken, Improving the Rprop learning algorithm, in: H. Bothe, R. Rojas (Eds.), Proceedings of the Second International Symposium on Neural Computation, NC 2000, ICSC Academic Press, Canada/Switzerland, 2000, pp. 115-121.
    • (2000) , pp. 115-121
    • Igel, C.1    Hüsken, M.2
  • 7
    • 0024137490 scopus 로고
    • Increased rates of convergence through learning rate adaptation
    • R.A. Jacobs, Increased rates of convergence through learning rate adaptation, Neural Networks 1 (4) (1988) 295-307.
    • (1988) Neural Networks , vol.1 , Issue.4 , pp. 295-307
    • Jacobs, R.A.1
  • 8
    • 0012755321 scopus 로고    scopus 로고
    • Speeding up backpropagation algorithms by using cross-entropy combined with pattern normalization
    • M. Joost, W. Schiffmann, Speeding up backpropagation algorithms by using cross-entropy combined with pattern normalization, Int. J. Uncertainty, Fuzziness Knowledge-based Systems 6 (2) (1998) 117-126.
    • (1998) Int. J. Uncertainty, Fuzziness Knowledge-based Systems , vol.6 , Issue.2 , pp. 117-126
    • Joost, M.1    Schiffmann, W.2
  • 10
    • 0000241853 scopus 로고
    • Deterministic nonperiodic flow
    • E.N. Lorenz, Deterministic nonperiodic flow, J. Atmos. Sci. 20 (2) (1963) 130-141.
    • (1963) J. Atmos. Sci. , vol.20 , Issue.2 , pp. 130-141
    • Lorenz, E.N.1
  • 11
    • 0034331225 scopus 로고    scopus 로고
    • Target detection through image processing and resilient propagation algorithms
    • L.M. Patnaik, K. Rajan, Target detection through image processing and resilient propagation algorithms, Neurocomputing 35 (1-4) (2000) 123-135.
    • (2000) Neurocomputing , vol.35 , Issue.1-4 , pp. 123-135
    • Patnaik, L.M.1    Rajan, K.2
  • 12
    • 0004114283 scopus 로고
    • PROBEN1-A set of benchmarks and benchmarking rules for neural network training algorithms
    • Technical Report 21/94, Fakultät für Informatik, Universität Karlsruhe
    • L. Prechelt, PROBEN1-A set of benchmarks and benchmarking rules for neural network training algorithms, Technical Report 21/94, Fakultät für Informatik, Universität Karlsruhe, 1994.
    • (1994)
    • Prechelt, L.1
  • 13
    • 0030130727 scopus 로고    scopus 로고
    • A quantitative study of experimental evaluations of neural network learning algorithms: Current research practice
    • L. Prechelt, A quantitative study of experimental evaluations of neural network learning algorithms: current research practice, Neural Networks 9 (3) (1996) 457-462.
    • (1996) Neural Networks , vol.9 , Issue.3 , pp. 457-462
    • Prechelt, L.1
  • 15
    • 0003442721 scopus 로고    scopus 로고
    • Neural Smithing
    • MIT Press, Cambridge, MA
    • R.D. Reed, R.J. Marks II, Neural Smithing, MIT Press, Cambridge, MA, 1999.
    • (1999)
    • Reed, R.D.1    Marks R.J. II2
  • 16
    • 0012742177 scopus 로고
    • Untersuchungen zu Konvergenz und Generalisierungsfahigkeit überwachter Lernverfahren im SNNS
    • A. Zell (Ed.), Workshop SNNS-93: Simulation Neuronaler Netze mit SNNS, Stuttgart, Fakultät für Informatik, Universität Stuttgart
    • M. Riedmiller, Untersuchungen zu Konvergenz und Generalisierungsfahigkeit überwachter Lernverfahren im SNNS, in: A. Zell (Ed.), Workshop SNNS-93: Simulation Neuronaler Netze mit SNNS, Stuttgart, Fakultät für Informatik, Universität Stuttgart, 1993.
    • (1993)
    • Riedmiller, M.1
  • 17
    • 0028466750 scopus 로고
    • Advanced supervised learning in multi-layer perceptrons-from backpropagation to adaptive learning algorithms
    • M. Riedmiller, Advanced supervised learning in multi-layer perceptrons-from backpropagation to adaptive learning algorithms, Comput. Standards Interfaces 16 (5) (1994) 265-278.
    • (1994) Comput. Standards Interfaces , vol.16 , Issue.5 , pp. 265-278
    • Riedmiller, M.1
  • 18
    • 84943274699 scopus 로고
    • A direct adaptive method for faster backpropagation learning: The RPROP algorithm
    • E.H. Ruspini (Ed.), Proceedings of the IEEE International Conference on Neural Networks, IEEE Press, New York
    • M. Riedmiller, H. Braun, A direct adaptive method for faster backpropagation learning: the RPROP algorithm, in: E.H. Ruspini (Ed.), Proceedings of the IEEE International Conference on Neural Networks, IEEE Press, New York, 1993, pp. 586-591.
    • (1993) , pp. 586-591
    • Riedmiller, M.1    Braun, H.2
  • 19
    • 0002395261 scopus 로고
    • Comparison of optimized backpropagation algorithms
    • M. Verleysen (Ed.), Proceedings of the European Symposium on Artificial Neural Networks, ESANN '93, Brussels, D-Facto, Brussels
    • W. Schiffmann, M. Joost, R. Werner, Comparison of optimized backpropagation algorithms, in: M. Verleysen (Ed.), Proceedings of the European Symposium on Artificial Neural Networks, ESANN '93, Brussels, 1993, D-Facto, Brussels, pp. 97-104.
    • (1993) , pp. 97-104
    • Schiffmann, W.1    Joost, M.2    Werner, R.3
  • 21
    • 84882420668 scopus 로고
    • Acceleration techniques for the backpropagation algorithm
    • L.B. Almeida, C.J. Wellekens (Eds.), Lecture Notes in Computer Science, Springer, Berlin
    • F.M. Silva, L.B. Almeida, Acceleration techniques for the backpropagation algorithm, in: L.B. Almeida, C.J. Wellekens (Eds.), Neural Networks-EURASIP Workshop 1990, Vol. 412, Lecture Notes in Computer Science, Springer, Berlin, 1990, pp. 110-119.
    • (1990) Neural Networks-EURASIP Workshop 1990 , vol.412 , pp. 110-119
    • Silva, F.M.1    Almeida, L.B.2
  • 22
    • 0002824981 scopus 로고
    • Speeding up backpropagation
    • R. Eckmiller (Ed.), North-Holland, Amsterdam
    • F.M. Silva, L.B. Almeida, Speeding up backpropagation, in: R. Eckmiller (Ed.), Advanced Neural Computers, North-Holland, Amsterdam, 1990, pp. 151-158.
    • (1990) Advanced Neural Computers , pp. 151-158
    • Silva, F.M.1    Almeida, L.B.2
  • 23
    • 84956686283 scopus 로고    scopus 로고
    • An extended Elman net for modeling time series
    • W. Gerstner (Ed.), Lecture Notes in Computer Science, Springer, Berlin
    • P. Stagge, B. Sendhoff, An extended Elman net for modeling time series, in: W. Gerstner (Ed.), International Conference on Artificial Neural Networks, Lecture Notes in Computer Science, Springer, Berlin, 1997.
    • (1997) International Conference on Artificial Neural Networks
    • Stagge, P.1    Sendhoff, B.2
  • 24
    • 0025593679 scopus 로고
    • Supersab: Fast adaptive backpropagation with good scaling properties
    • T. Tollenaere, Supersab: fast adaptive backpropagation with good scaling properties, Neural Networks 3 (1990) 561-573.
    • (1990) Neural Networks , vol.3 , pp. 561-573
    • Tollenaere, T.1
  • 26
    • 0001884644 scopus 로고
    • Individual comparison by ranking methods
    • F. Wilcoxon, Individual comparison by ranking methods, Biometrics Bull. 1 (1945) 80-83.
    • (1945) Biometrics Bull. , vol.1 , pp. 80-83
    • Wilcoxon, F.1
  • 27
    • 0025651706 scopus 로고
    • Multisurface method of pattern separation for medical diagnosis applied to breast cytology
    • W.H. Wolberg, O.L. Mangasarian, Multisurface method of pattern separation for medical diagnosis applied to breast cytology, Proc. Natl. Acad. Sci. USA 87 (1990) 9188-9192.
    • (1990) Proc. Natl. Acad. Sci. USA , vol.87 , pp. 9188-9192
    • Wolberg, W.H.1    Mangasarian, O.L.2


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.