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Bibliographic record number: 584310

Journal

Authors: Picek, Stjepan; Golub, Marin; Jakobović, Domagoj
Title: On the Analysis of Experimental Results in Evolutionary Computation
( On the Analysis of Experimental Results in Evolutionary Computation )
Source: MIPRO 2012 International ConventionOpatija :
Meeting: MIPRO 2012 International Convention
Location and date: Opatija, Hrvatska, 21-25.05.2012.
Keywords: evoolutionary computation ; statistical analysis
( On the Analysis of Experimental Results in Evolutionary Computation )
Abstract:
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.
Type of meeting: Predavanje
Type of presentation in a journal: Full-text (1500 words and more)
Type of peer-review: International peer-review
Project / theme: 036-0362980-1921
Original language: eng
Category: Znanstveni
Research fields:
Computer science
Full paper text: 584310.MIPRO_2012.pdf (tekst priložen 19. Lip. 2012. u 12:45 sati)
Contrib. to CROSBI by: yeti@fer.hr (yeti@fer.hr), 19. Lip. 2012. u 12:45 sati



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