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Bibliographic record number: 903531

Journal

Authors: Čorić, Rebeka; Picek, Stjepan; Jakobović, Domagoj; Coello Coello, Carlos A.
Title: On the mutual information as a fitness landscape measure
( On the mutual information as a fitness landscape measure )
Source: GECCO '17 Proceedings of the Genetic and Evolutionary Computation Conference CompanionNew York, NY, USA : AMC , 2017. 165-166 (ISBN: 978-1-4503-4939-0).
Meeting: GECCO '17 - Genetic and Evolutionary Computation Conference
Location and date: Berlin, Njemačka, 15-19.07.2017.
Keywords: Fitness landscape, Single-objective, Mutual Information, Performance comparison
( Fitness landscape, Single-objective, Mutual Information, Performance comparison )
Abstract:
Fitness landscape analysis plays an important role in both theoretical and practical perspectives when using evolutionarya lgorithms. In this paper, we develop a new measure based on th emutual information paradigm and we show how it can help to deduce further information about the fitness landscape. In order to validate it as a valuable source of information when conducting fitness landscape analysis, we investigate its properties on a well-known benchmark suite. Moreover, we investigate the usefulness of the obtained information when choosing crossover operators. Finally, we show that when using our new measure, a number of classifiers can be constructed that offer an improved accuracy.
Type of meeting: Poster
Type of presentation in a journal: Full-text (1500 words and more)
Type of peer-review: International peer-review
Original language: eng
Category: Znanstveni
Research fields:
Computer science
Contrib. to CROSBI by: Rebeka Čorić (rcoric@mathos.hr), 6. Stu. 2017. u 12:48 sati



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