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Learnability beyond Uniform Convergence

2012
The problem of characterizing learnability is the most basic question of statistical learning theory. A fundamental result is that learnability is equivalent to uniform convergence of the empirical risk to the population risk, and that if a problem is learnable, it is learnable via empirical risk minimization. The equivalence of uniform convergence and
openaire   +1 more source

On Uniform Convergence

American Journal of Mathematics, 1935
openaire   +2 more sources

Uniform convergence structures

Mathematische Annalen, 1967
H R Fischer
exaly  

Statistically Relatively Uniform Convergence of Positive Linear Operators

Results in Mathematics, 2015
Kamil Demirci   +2 more
exaly  

ArzelĂ 's Theorem and strong uniform convergence on bornologies

Journal of Mathematical Analysis and Applications, 2010
Giuseppe Di Maio
exaly  

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