Statistical Mechanics of Learning: A Variational Approach for Real Data

Details Statistical Mechanics of Learning: A Variational Approach for Real Data Statistical Mechanics of Learning: A Variational Approach for Real Data

2002-09-06

arxiv.org/abs/cond-mat/0209164v1

Phys. Rev. Lett. 89 (10), 108302 (2002)

Physics

Condensed Matter

Disordered Systems and Neural Networks

4 pages, 2 figures

Scientific paper

10.1103/PhysRevLett.89.108302

Using a variational technique, we generalize the statistical physics approach
of learning from random examples to make it applicable to real data. We
demonstrate the validity and relevance of our method by computing approximate
estimators for generalization errors that are based on training data alone.

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