A unifying view on recombination spaces and abstract convex evolutionary search

MD García, A Moraglio - … : 19th European Conference, EvoCOP 2019, Held …, 2019 - Springer
Previous work proposed to unify an algebraic theory of fitness landscapes and a geometric
framework of evolutionary algorithms (EAs). One of the main goals behind this unification is
to develop an analytical method that verifies if a problem's landscape belongs to certain
abstract convex landscape classes, where certain recombination-based EAs (without
mutation) have polynomial runtime performance. This paper advances such unification by
showing that:(a) crossovers can be formally classified according to geometric or algebraic …

A Unifying View on Recombination Spaces and Abstract Convex Evolutionary Search

M Diez García, A Moraglio - 2019 - oredev.exeter.ac.uk
Previous work proposed to unify an algebraic theory of fitness landscapes and a geometric
framework of evolutionary algorithms (EAs). One of the main goals behind this unification is
to develop an analytical method that verifies if a problem's landscape belongs to certain
abstract convex landscapes classes, where certain recombination-based EAs (without
mutation) have polynomial runtime performance. This paper advances such unification by
showing that:(a) crossovers can be formally classified according to geometric or algebraic …
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