Better GP Benchmarks: Community Survey Results and Proposals

David R. White, James McDermott, Mauro Castelli, Luca Manzoni, Brian Goldman, Gabriel Kronberger, Wojciech Jaskowski, Una-May O'Reilly, Sean Luke

Publikation: Beitrag in FachzeitschriftÜbersichtsartikelBegutachtung

127 Zitate (Scopus)

Abstract

We present the results of a community survey regarding genetic programming benchmark practices. Analysis shows broad consensus that improvement is needed in problem selection and experimental rigor. While views expressed in the survey dissuade us from proposing a large-scale benchmark suite, we find community support for creating a "blacklist" of problems which are in common use but have important flaws, and whose use should therefore be discouraged. We propose a set of possible replacement problems.

OriginalspracheEnglisch
Seiten (von - bis)3-29
Seitenumfang27
FachzeitschriftGenetic Programming and Evolvable Machines
Jahrgang14
Ausgabenummer1
DOIs
PublikationsstatusVeröffentlicht - Mär 2013

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