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A model to measure the performance of evolutionary algorithms applied to solve the root identification problem
dc.contributor.author | Joan Arinyo, Robert |
dc.contributor.author | Luzón, M.V. |
dc.contributor.author | Yeguas Bolívar, Enrique |
dc.contributor.other | Universitat Politècnica de Catalunya. Departament de Llenguatges i Sistemes Informàtics |
dc.date.accessioned | 2016-05-12T07:56:41Z |
dc.date.available | 2016-05-12T07:56:41Z |
dc.date.issued | 2009-01 |
dc.identifier.citation | Joan-Arinyo, R., Luzón, M., Yeguas, E. "A model to measure the performance of evolutionary algorithms applied to solve the root identification problem". 2009. |
dc.identifier.uri | http://hdl.handle.net/2117/86986 |
dc.description.abstract | The existence of a model for representing the performance of metaheuristics applied to solve problems with high computational requirements is paramount to determine the solution quality given a certain avaliable run-time and vice versa. In this work, a statistical model is proposed to describe the performance of evolutionary algorithms applied to solve the Root Identification Problem. Given an unknown problem size, a parameter setting and a performance model are estimated for two well-known evolutionary algorithms, Population-Based Incremental Learning (PBIL) and Cross generational elitist selection Heterogeneus recombination and Cataclismic mutation (CHC). The performance model is validated over a benchmark corresponding to huge search spaces. |
dc.format.extent | 44 p. |
dc.language.iso | eng |
dc.relation.ispartofseries | LSI-09-4-R |
dc.subject | Àrees temàtiques de la UPC::Informàtica::Informàtica teòrica |
dc.subject.other | Parameter optimization |
dc.subject.other | Performance model |
dc.subject.other | Evolutionary algorithms |
dc.title | A model to measure the performance of evolutionary algorithms applied to solve the root identification problem |
dc.type | External research report |
dc.rights.access | Open Access |
local.identifier.drac | 1841102 |
dc.description.version | Postprint (published version) |
local.citation.author | Joan-Arinyo, R.; Luzón, M.; Yeguas, E. |
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