Sciweavers

2 search results - page 1 / 1
» Asymptotic Learning Curve and Renormalizable Condition in St...
Sort
View
CORR
2010
Springer
103views Education» more  CORR 2010»
13 years 5 months ago
Asymptotic Learning Curve and Renormalizable Condition in Statistical Learning Theory
Bayes statistics and statistical physics have the common mathematical structure, where the log likelihood function corresponds to the random Hamiltonian. Recently, it was discovere...
Sumio Watanabe
COLT
1994
Springer
13 years 9 months ago
Rigorous Learning Curve Bounds from Statistical Mechanics
In this paper we introduce and investigate a mathematically rigorous theory of learning curves that is based on ideas from statistical mechanics. The advantage of our theory over ...
David Haussler, H. Sebastian Seung, Michael J. Kea...