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On the Analysis of Experimental Results in Evolutionary Computation


Picek, Stjepan; Golub, Marin; Jakobović, Domagoj
On the Analysis of Experimental Results in Evolutionary Computation // MIPRO 2012 International Convention
Opatija, 2012. str. 1245-1250 (predavanje, međunarodna recenzija, cjeloviti rad (in extenso), znanstveni)


Naslov
On the Analysis of Experimental Results in Evolutionary Computation

Autori
Picek, Stjepan ; Golub, Marin ; Jakobović, Domagoj

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

Izvornik
MIPRO 2012 International Convention / - Opatija, 2012, 1245-1250

ISBN
978-953-233-069-4

Skup
MIPRO 2012 International Convention

Mjesto i datum
Opatija, Hrvatska, 21-25.05.2012

Vrsta sudjelovanja
Predavanje

Vrsta recenzije
Međunarodna recenzija

Ključne riječi
Evoolutionary computation ; statistical analysis
(On the Analysis of Experimental Results in Evolutionary Computation)

Sažetak
Evolutionary computation methods are successfully applied in solving of combinatorial optimization problems. Since the “No Free Lunch” theorem states that there is no single best algorithm to solve all possible problems, throughout the years many algorithms and their modifications have emerged. When a new algorithm is developed, one question that naturally arises is how it compares to other algorithms, whether for some specific problem or in general performance. Because of the stochastic nature of systems involved, usually the only possible way of deriving the answer is to perform extensive experimental analysis. In this paper we provide an overview of possible approaches in the experimental analysis, and describe statistical methods that could be used. Furthermore, we outline similarities and differences between these methods, which lead to a discussion of important issues that need to be resolved when using these methods.

Izvorni jezik
Engleski

Znanstvena područja
Računarstvo



POVEZANOST RADA


Projekt / tema
036-0362980-1921 - Računalne okoline za sveprisutne raspodijeljene sustave (Siniša Srbljić, )

Ustanove
Fakultet elektrotehnike i računarstva, Zagreb