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- W2169283392 abstract "We provide upper bounds for the Vapnik-Chervonenkis dimension (VCD) of classes of subsets of Rn that can be recognized by computer programs represented by expression trees built from arithmetic operations ({+,-,*,/,}), infinitely differentiable algebraic operations (like l-root extraction), conditional instructions and sign tests. Our VCD bounds for this genotype are expressed as a polynomial function in the height of the expression trees used to represent the programs. This implies, in particular, that a GP learning machine dealing with a search space containing sequential exponential time computer programs of polynomial parallel complexity needs only a polynomial amount of training examples." @default.
- W2169283392 created "2016-06-24" @default.
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- W2169283392 date "2008-06-27" @default.
- W2169283392 modified "2023-10-04" @default.
- W2169283392 title "VCD Bounds for some GP Genotypes" @default.
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