Este traba jo presenta los resultados de la técnica heurística de ABC (Artificial Bee Colony) utilizada para estimar los parámetros de modelos de regresión no lineal. El algoritmo fue probado sobre 27 bases de datos de la colección NIST (2001), de las cuales 8 se consideran con un alto grado de dificultad. Se presentan los resultados experimentales. ]]>
Palabras clave: ABC, PSO, Regresión No Lineal.
Abstract
This article shows the results of ABC heuristic techniques (Artificial Bee Colony) that were used to estimate parameters for nonlinear regression models. The algorithm was tested on 27 data bases from the NIST collection (2001), 8 of these are considered to be high difficulty. Experimental results are presented.
Keywords: ABC, PSO, Nonlinear Regression.
Mathematics Subject Classification: 90C59, 62J02. Ver contenido disponible en pdf ]]>
Referencias
[1] Abbass, H.A. (2001) “Marriage in honey-bee optimization (MBO): a haplometrosis polygynous swarming approach”, en: Proceedings The Congress on Evolutionary Computation (CEC2001), Seoul, Korea: 207–214. [ Links ]
[2] Afshar, A.; Bozog Haddad, O; Marino, M.A.; Adams, B.J. (2007) “Honey-bee mating optimization (HBMO) algorithm for optimal reservoir operation”, Journal of the Franklin Institute344: 452–462. [ Links ]
[3] Karaboga D. (2005) An idea based on honey bee swarm for numerical optimization. Technical Report-TR06, Erciyes University, Engineering Faculty, Computer Engineering Department. [ Links ] ]]>
[4] Karaboga D.; Akay, B. (2007) “Artificial bee colony (ABC) algorithm on training artificial neural networks”, en: Proceedings of 15th IEEE Signal Processing and Communications Applications: 1–4. [ Links ]
[5] Karaboga, D.; Akay, B. (2009) “A comparative study of artificial bee colony algorithm”, Applied Mathematics and Computation214: 108–132. [ Links ]
[6] Karaboga, D.; Osturk, C. (2010) “Fuzzy clustering with artificial bee colony algorithm”, Scientific research and Essays5(14): 1899–1902. [ Links ] ]]>
[7] McCullough, B.D.; Wilson, B. (2005) “On the accuracy of stastistical procedures in Microsoft Excel 2003”, Comput. Stast. and Data Anal. 49: 1244–1252. [ Links ]
[9] Ozturk, C.; Karaboga, D. (2008) “Classifications by neural networks and clustering with artificial bee colony (ABC) algorithm”, en: Proceedings of the 6th International Symposium on Intelligent and Manufacturing Systems, Features, Strategies and Innovation, Sakarya, Turkey. [ Links ]
[10] Pham, D.T.; Koc, E.; Lee, J.Y.; Phrueksanant, J. (2007) “Using the bees algorithm to schedule jobs for a machine”, en: Proceedings Eighth International Conference on Laser Metrology, CMM and Machine Tool Performance, LAMDAMAP, Euspen, UK, Cardiff: 430–439. [ Links ]
[11] Tvrdík, J. (2009) “Adaptation in differential evolution: a numerical comparison”, Applied Soft Computing 9: 1149–1155. [ Links ]
*Correspondencia a: Sergio G. de-los-Cobos-Silva. Universidad Autónoma Metropolitana-Iztapalapa, Departamento de Ingeniería Eléctrica, Av. San Rafael Atlixco 186, Col. Vicentina, Del. Iztapalapa, México D.F., C.P. 09340, México. E-Mail: cobos@xanum.uam.mx Miguel A. Gutiérrez-Andrade. Misma dirección que/Same address as S. de los Cobos. E-Mail: gamma@xanum.uam.mx Eric A. Rincón-García. Universidad Autónoma Metropolitana-Azcapotzalco, Departamento de Sistemas, Av. San Pablo 180, Colonia Reynosa Tamauluipas, México D.F., C.P. 02200, México. E-Mail: rigaeral@correo.azc.uam.mx Pedro Lara-Velázquez. Misma dirección que/Same address as E. Rincón. E-Mail: pedrolara@correo.azc.uam.mx ]]>
Manuel Aguilar-Cornejo. Misma dirección que/Same address as S. de los Cobos. E-Mail: mac@xanum.uam.mx * Universidad Autónoma Metropolitana-Iztapalapa, Departamento de Ingeniería Eléctrica, Av. San Rafael Atlixco 186, Col. Vicentina, Del. Iztapalapa, México D.F., C.P. 09340, México. E-Mail: cobos@xanum.uam.mx + Misma dirección que/Same address as S. de los Cobos. E-Mail: gamma@xanum.uam.mx ‡ Universidad Autónoma Metropolitana-Azcapotzalco, Departamento de Sistemas, Av. San Pablo 180, Colonia Reynosa Tamauluipas, México D.F., C.P. 02200, México. E-Mail: rigaeral@correo.azc.uam.mx § Misma dirección que/Same address as E. Rincón. E-Mail: pedrolara@correo.azc.uam.mx ¶ Misma dirección que/Same address as S. de los Cobos. E-Mail: mac@xanum.uam.mx