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Pregled bibliografske jedinice broj: 903531

On the mutual information as a fitness landscape measure


Čorić, Rebeka; Picek, Stjepan; Jakobović, Domagoj; Coello Coello, Carlos A.
On the mutual information as a fitness landscape measure // GECCO '17 Proceedings of the Genetic and Evolutionary Computation Conference Companion
New York, NY, USA: AMC, 2017. str. 165-166 (poster, međunarodna recenzija, cjeloviti rad (in extenso), znanstveni)


Naslov
On the mutual information as a fitness landscape measure

Autori
Čorić, Rebeka ; Picek, Stjepan ; Jakobović, Domagoj ; Coello Coello, Carlos A.

Vrsta, podvrsta i kategorija rada
Radovi u zbornicima skupova, cjeloviti rad (in extenso), znanstveni

Izvornik
GECCO '17 Proceedings of the Genetic and Evolutionary Computation Conference Companion / - New York, NY, USA : AMC, 2017, 165-166

ISBN
978-1-4503-4939-0

Skup
GECCO '17 - Genetic and Evolutionary Computation Conference

Mjesto i datum
Berlin, Njemačka, 15-19.07.2017.

Vrsta sudjelovanja
Poster

Vrsta recenzije
Međunarodna recenzija

Ključne riječi
Fitness landscape, Single-objective, Mutual Information, Performance comparison

Sažetak
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.

Izvorni jezik
Engleski

Znanstvena područja
Računarstvo



POVEZANOST RADA


Ustanove
Fakultet elektrotehnike i računarstva, Zagreb,
Sveučilište u Osijeku, Odjel za matematiku