Annealed Theories of Learning
نویسنده
چکیده
We study annealed theories of learning boolean functions using a concept class of nite cardinality The naive annealed theory can be used to derive a univer sal learning curve bound for zero temperature learning similar to the inverse square root bound from the Vapnik Chervonenkis theory Tighter nonuniversal learning curve bounds are also derived A more re ned annealed theory leads to still tighter bounds which in some cases are very similar to results previously obtained using one step replica symmetry breaking
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