PERFORMANCE COMPARISON OF THE SPECIALIZED ALPHA MALE GENETIC ALGORITHM WITH SOME EVOLUTIONARY ALGORITHMS
Alpha Male Genetic Algorithms are sexist and population based optimization tools that mimic the swarm behavior of animals. The algorithm consists on a socially partitioned population of individuals where the partitions are formed by sexual selection of females. In this paper, we suggest to use Linea...
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| Format: | Article |
| Language: | deu |
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Trakya University
2019-06-01
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| Series: | Trakya Üniversitesi Sosyal Bilimler Dergisi |
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| _version_ | 1797914880966131712 |
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| author | Mehmet Hakan SATMAN Emre AKADAL |
| author_facet | Mehmet Hakan SATMAN Emre AKADAL |
| author_sort | Mehmet Hakan SATMAN |
| collection | DOAJ |
| description | Alpha Male Genetic Algorithms are sexist and population based optimization tools that mimic the swarm behavior of animals. The algorithm consists on a socially partitioned population of individuals where the partitions are formed by sexual selection of females. In this paper, we suggest to use Linear Crossover and Hooke-Jeeves method for crossover and hybridization operators of Alpha Male Genetic Algorithms, respectively. We perform a simulation study using a set of well-known test functions to reveal performance differences between the specialized algorithm and some other well-known optimization techniques including Genetic Algorithms, Differential Evolution, Particle Swarm Optimization, and Artificial Bee Colony Optimization. Simulation results show that the specialized algorithm outperforms its counterparts in most of the cases. |
| first_indexed | 2024-04-10T12:33:02Z |
| format | Article |
| id | doaj.art-5e938e2cd3014c5886782f9bc5c634b6 |
| institution | Directory Open Access Journal |
| issn | 1305-7766 2587-2451 |
| language | deu |
| last_indexed | 2024-04-10T12:33:02Z |
| publishDate | 2019-06-01 |
| publisher | Trakya University |
| record_format | Article |
| series | Trakya Üniversitesi Sosyal Bilimler Dergisi |
| spelling | doaj.art-5e938e2cd3014c5886782f9bc5c634b62023-02-15T16:14:47ZdeuTrakya UniversityTrakya Üniversitesi Sosyal Bilimler Dergisi1305-77662587-24512019-06-01211558210.26468/trakyasobed.452095PERFORMANCE COMPARISON OF THE SPECIALIZED ALPHA MALE GENETIC ALGORITHM WITH SOME EVOLUTIONARY ALGORITHMSMehmet Hakan SATMAN0Emre AKADAL1İstanbul Universityİstanbul UniversityAlpha Male Genetic Algorithms are sexist and population based optimization tools that mimic the swarm behavior of animals. The algorithm consists on a socially partitioned population of individuals where the partitions are formed by sexual selection of females. In this paper, we suggest to use Linear Crossover and Hooke-Jeeves method for crossover and hybridization operators of Alpha Male Genetic Algorithms, respectively. We perform a simulation study using a set of well-known test functions to reveal performance differences between the specialized algorithm and some other well-known optimization techniques including Genetic Algorithms, Differential Evolution, Particle Swarm Optimization, and Artificial Bee Colony Optimization. Simulation results show that the specialized algorithm outperforms its counterparts in most of the cases.OptimizationEvolutionary algorithmsSimulations. |
| spellingShingle | Mehmet Hakan SATMAN Emre AKADAL PERFORMANCE COMPARISON OF THE SPECIALIZED ALPHA MALE GENETIC ALGORITHM WITH SOME EVOLUTIONARY ALGORITHMS Trakya Üniversitesi Sosyal Bilimler Dergisi Optimization Evolutionary algorithms Simulations. |
| title | PERFORMANCE COMPARISON OF THE SPECIALIZED ALPHA MALE GENETIC ALGORITHM WITH SOME EVOLUTIONARY ALGORITHMS |
| title_full | PERFORMANCE COMPARISON OF THE SPECIALIZED ALPHA MALE GENETIC ALGORITHM WITH SOME EVOLUTIONARY ALGORITHMS |
| title_fullStr | PERFORMANCE COMPARISON OF THE SPECIALIZED ALPHA MALE GENETIC ALGORITHM WITH SOME EVOLUTIONARY ALGORITHMS |
| title_full_unstemmed | PERFORMANCE COMPARISON OF THE SPECIALIZED ALPHA MALE GENETIC ALGORITHM WITH SOME EVOLUTIONARY ALGORITHMS |
| title_short | PERFORMANCE COMPARISON OF THE SPECIALIZED ALPHA MALE GENETIC ALGORITHM WITH SOME EVOLUTIONARY ALGORITHMS |
| title_sort | performance comparison of the specialized alpha male genetic algorithm with some evolutionary algorithms |
| topic | Optimization Evolutionary algorithms Simulations. |
| work_keys_str_mv | AT mehmethakansatman performancecomparisonofthespecializedalphamalegeneticalgorithmwithsomeevolutionaryalgorithms AT emreakadal performancecomparisonofthespecializedalphamalegeneticalgorithmwithsomeevolutionaryalgorithms |