Title :
How irrelevant inputs affect MLP pattern based learning
Author :
Goerick, Christian
Author_Institution :
Inst. fur Neuroinf., Ruhr-Univ., Bochum, Germany
Abstract :
We analyze the effect of irrelevant inputs on pattern based learning dynamics of multilayer perceptrons (MLPs). We propose a model for the evolution of weights linking these irrelevant inputs to hidden network nodes. The model is analyzed for a restricted case and the results are illustrated and discussed
Keywords :
multilayer perceptrons; hidden network nodes; irrelevant inputs; pattern based learning dynamics;
Conference_Titel :
Artificial Neural Networks, 1999. ICANN 99. Ninth International Conference on (Conf. Publ. No. 470)
Conference_Location :
Edinburgh
Print_ISBN :
0-85296-721-7
DOI :
10.1049/cp:19991219
