Optimal generalization in perceptions

DOI10.1088/0305-4470/25/23/020zbMath0775.82007OpenAlexW2050665571MaRDI QIDQ4038868

Osame Kinouchi, Nestor Caticha

Publication date: 11 August 1993

Published in: Journal of Physics A: Mathematical and General (Search for Journal in Brave)

Full work available at URL: https://doi.org/10.1088/0305-4470/25/23/020

Mathematics Subject Classification ID

Learning and adaptive systems in artificial intelligence (68T05) Neural nets applied to problems in time-dependent statistical mechanics (82C32) Biology and other natural sciences (92-XX)

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On-line learning through simple perceptron learning with a margin ⋮ A statistical physics approach to learning curves for the inverse Ising problem ⋮ Expectation Propagation with Factorizing Distributions: A Gaussian Approximation and Performance Results for Simple Models ⋮ Mean Field Studies of a Society of Interacting Agents ⋮ Active Online Learning in the Binary Perceptron Problem ⋮ Generalization learning in a perceptron with binary synapses ⋮ Performances in supervised learning

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