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Journal article

Probabilistic data modelling with adaptive TAP mean-field theory

By Opper, M.; Winther, Ole1

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Department of Informatics and Mathematical Modeling, Technical University of Denmark1

We demonstrate for the case of single-layer neural networks how an extension of the TAP mean-field approach of disorder physics can be applied to the computation of approximate averages in probabilistic models for real data.

Language: English
Year: 2001
Pages: 119-125
ISSN: 18732119 and 03784371
Types: Journal article
DOI: 10.1016/S0378-4371(01)00447-2
ORCIDs: Winther, Ole

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