Rademacher processes and bounding the risk of function learning

Details Rademacher processes and bounding the risk of function learning Rademacher processes and bounding the risk of function learning

2004-05-17

arxiv.org/abs/math/0405338v1

2000 In: High Dimensional Probability II pp. 443 - 459

Mathematics

Probability

14 pages

Scientific paper

We construct data dependent bounds on the risk in function learning problems.
The bounds are based on the local norms of the Rademacher process indexed by
the underlying function class and they do not require prior knowledge about the
distribution of the training examples or any specific properties of the
function class.

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