Performances in supervised learning

DOI10.1016/S0378-4371(00)00291-0zbMath1060.68613OpenAlexW2076464719MaRDI QIDQ1577073

Marco A. P. Idiart

Publication date: 29 August 2000

Published in: Physica A (Search for Journal in Brave)

Full work available at URL: https://doi.org/10.1016/s0378-4371(00)00291-0

zbMATH Keywords

learning algorithmsmixed strategiesnumerical simulationnumerical simulationsneural netgeneralization errorsupervised learning algorithmsalgorithm performancecomputational effortexample presentations numberiterated on-line algorithmsmaximal stability algorithmsoff-line algorithmssynaptic corrections numbertraining set presentation

Mathematics Subject Classification ID

Learning and adaptive systems in artificial intelligence (68T05)

Cites Work

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• Statistical mechanics of online learning of drifting concepts: A variational approach
• Optimal generalization in perceptions
• Generalization performance of Bayes optimal classification algorithm for learning a perceptron

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