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14

EUROGP
2008
Springer

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A Linear Estimation-of-Distribution GP System

13 years 6 months ago

A Linear Estimation-of-Distribution GP System

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We present N-gram GP, an estimation of distribution algorithm for the evolution of linear computer programs. The algorithm learns and samples the joint probability distribution of triplets of instructions (or 3-grams) at the same time as it is learning and sampling a program length distribution. We have tested N-gram GP on symbolic regressions problems where the target function is a polynomial of up to degree 12 and lawn-mower problems with lawn sizes of up to 12

Riccardo Poli, Nicholas Freitag McPhee

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EUROGP 2008 | Joint Probability Distribution | N-gram GP | Optimization | Symbolic Regressions Problems |

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Added	19 Oct 2010
Updated	19 Oct 2010
Type	Conference
Year	2008
Where	EUROGP
Authors	Riccardo Poli, Nicholas Freitag McPhee

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