Tournament Interactive Genetic Algorithm (T-IGA) and Paired Comparison-based Interactive Differential Evolution (PC-IDE) are applied to the design of stained glass windows and the two algorithms with variable length genotype are compared in a context of interactive evolutionary computation. For both methods, stained glass windows are represented by colored 2D Voronoi diagrams, and a specific phenotypic crossover operator allows offspring to inherit visual features from both parents. The two algorithms have been evaluated by two professional stained-glass artists whom use them to create original designs in a controlled experimental setting. The results indicate superiority of PC-IDE, thus confirming previous theoretical results.
Comparing paired comparison-based interactive DE and tournament interactive GA on stained glass design / D. Pallez, A.G.B. Tettamanzi, C. da Costa Pereira - In: GECCO '11 : 13. annual Conference on genetic and evolutionary computation : proceedings / [a cura di] N. Krasnogor, P.L. Lanzi. - New York : Association for computing machinery, 2011. - ISBN 9781450306904. - pp. 37-38 (( Intervento presentato al 13. convegno Conference on Genetic and Evolutionary Computation Conference (GECCO) tenutosi a Dublin nel 2011 [10.1145/2001858.2001881].
Comparing paired comparison-based interactive DE and tournament interactive GA on stained glass design
A.G.B. TettamanziSecondo
;
2011
Abstract
Tournament Interactive Genetic Algorithm (T-IGA) and Paired Comparison-based Interactive Differential Evolution (PC-IDE) are applied to the design of stained glass windows and the two algorithms with variable length genotype are compared in a context of interactive evolutionary computation. For both methods, stained glass windows are represented by colored 2D Voronoi diagrams, and a specific phenotypic crossover operator allows offspring to inherit visual features from both parents. The two algorithms have been evaluated by two professional stained-glass artists whom use them to create original designs in a controlled experimental setting. The results indicate superiority of PC-IDE, thus confirming previous theoretical results.Pubblicazioni consigliate
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