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Automatic algebraic evolutionary algorithms

Contributo in Atti di convegno
Data di Pubblicazione:
2018
Abstract:
Motivated from the previously proposed algebraic framework for combinatorial optimization, here we introduce a novel formal languages-based perspective on discrete search spaces that allows to automatically derive algebraic evolutionary algorithms. The practical effect of the proposed approach is that the algorithm designer does not need to choose a solutions encoding and implement algorithmic procedures. Indeed, he/she only has to provide the group presentation of the discrete solutions of the problem at hand. Then, the proposed mechanism allows to automatically derive concrete implementations of a chosen evolutionary algorithms. Theoretical guarantees about the feasibility of the proposed approach are provided
Tipologia CRIS:
4.1 Contributo in Atti di convegno
Keywords:
Algebraic evolutionary algorithms; Combinatorial optimization; Formal language perspective; Computer Science (all); Mathematics (all)
Elenco autori:
Baioletti, Marco; Milani, Alfredo; Santucci, Valentino
Autori di Ateneo:
MILANI ALFREDO
Link alla scheda completa:
https://iris.unilink.it/handle/20.500.14085/42938
Titolo del libro:
Communications in Computer and Information Science
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http://www.springer.com/series/7899
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