On some factors influencing MLP error surface

Lecture Notes in Artificial Intelligence (Subseries of Lecture Notes in Computer Science)

Volumn 3070, Issue , 2004, Pages 217-222

  Kordos, Miroslaw ^a   Duch, Wlłodzislaw ^b,c  

^a SILESIAN UNIVERSITY OF TECHNOLOGY   (Poland)

^b NICOLAUS COPERNICUS UNIVERSITY   (Poland)

^c NANYANG TECHNOLOGICAL UNIVERSITY   (Singapore)

Author keywords

[No Author keywords available]

Indexed keywords

ALGORITHMS; BACKPROPAGATION; LEARNING SYSTEMS; MATRIX ALGEBRA; TRANSFER FUNCTIONS;

MULTI-LAYER PERCEPTRONS (MLP); NEURAL LEARNING DYNAMICS; SEARCH-BASED METHODS (SM);

NEURAL NETWORKS;

EID: 9444251183     PISSN: 03029743     EISSN: None     Source Type: Conference Proceeding    
DOI: 10.1007/978-3-540-24844-6_28     Document Type: Conference Paper

References (7)

1. M. Kordos, W. Duch, "Multilayer Perception Trained with Numerical Gradient." Int. Conf. on Artificial Neural Networks, Istanbul, June 2003, pp. 106-109
2. M. Kordos, W. Duch, "Search-based Training for Logical Rule Extraction by Multilayer Perceptron." Int. Conf. on Artificial Neural Networks, Istanbul, June 2003, pp. 86-89
3. S. Haykin, Neural networks: a comprehensive foundations. New York: MacMillian Publishing, 1994.
4. C.J. Mertz, P.M. Murphy, UCI repository of machine learning databases, http://www.ics.uci.edu/pub/machine-learning-data-bases
5. J. Denker et. al. "Large automatic learning, rule extraction and generalization". Complex Systems, 1, pp. 887-922,1987.
6. H.J. Sussmann, "Uniqueness of the weights for minimal feedforward nets with a given input-output map", Neural Networks, 5, pp. 589-593,1992.
7. M.R. Gallagher, "Multi-layer Perceptron Error Surfaces: Visualization, Structure and Modeling", PhD Thesis, University of Queensland, 2000