{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,6,4]],"date-time":"2026-06-04T18:47:07Z","timestamp":1780598827952,"version":"3.54.1"},"reference-count":55,"publisher":"Hindawi Limited","license":[{"start":{"date-parts":[[2015,1,1]],"date-time":"2015-01-01T00:00:00Z","timestamp":1420070400000},"content-version":"unspecified","delay-in-days":0,"URL":"http:\/\/creativecommons.org\/licenses\/by\/3.0\/"}],"funder":[{"name":"Universidad La Salle","award":["ULSA I-061\/12"],"award-info":[{"award-number":["ULSA I-061\/12"]}]}],"content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":["Computational Intelligence and Neuroscience"],"published-print":{"date-parts":[[2015]]},"abstract":"<jats:p>Spiking neurons are models designed to simulate, in a realistic manner, the behavior of biological neurons. Recently, it has been proven that this type of neurons can be applied to solve pattern recognition problems with great efficiency. However, the lack of learning strategies for training these models do not allow to use them in several pattern recognition problems. On the other hand, several bioinspired algorithms have been proposed in the last years for solving a broad range of optimization problems, including those related to the field of artificial neural networks (ANNs). Artificial bee colony (ABC) is a novel algorithm based on the behavior of bees in the task of exploring their environment to find a food source. In this paper, we describe how the ABC algorithm can be used as a learning strategy to train a spiking neuron aiming to solve pattern recognition problems. Finally, the proposed approach is tested on several pattern recognition problems. It is important to remark that to realize the powerfulness of this type of model only one neuron will be used. In addition, we analyze how the performance of these models is improved using this kind of learning strategy.<\/jats:p>","DOI":"10.1155\/2015\/947098","type":"journal-article","created":{"date-parts":[[2015,2,1]],"date-time":"2015-02-01T16:04:15Z","timestamp":1422806655000},"page":"1-14","source":"Crossref","is-referenced-by-count":24,"title":["Training Spiking Neural Models Using Artificial Bee Colony"],"prefix":"10.1155","volume":"2015","author":[{"given":"Roberto A.","family":"Vazquez","sequence":"first","affiliation":[{"name":"Intelligent Systems Group, Faculty of Engineering, La Salle University, Benjam\u00edn Franklin 47, Colonia Condesa, 06140 Mexico City, DF, Mexico"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Beatriz A.","family":"Garro","sequence":"additional","affiliation":[{"name":"Instituto en Investigaciones en Matem\u00e1ticas Aplicadas y en Sistemas, Universidad Nacional Aut\u00f3noma de M\u00e9xico, Ciudad Universitaria, 04510 Mexico City, DF, Mexico"}],"role":[{"vocabulary":"crossref","role":"author"}]}],"member":"98","reference":[{"key":"18","series-title":"Lecture Notes in Computer Science","doi-asserted-by":"crossref","first-page":"201","DOI":"10.1007\/978-3-642-17534-3_25","volume-title":"Design of artificial neural networks using differential evolution algorithm","volume":"6444","year":"2010"},{"key":"13","doi-asserted-by":"publisher","DOI":"10.1016\/j.tcs.2005.05.020"},{"key":"36","doi-asserted-by":"publisher","DOI":"10.1007\/s10898-007-9149-x"},{"key":"40","doi-asserted-by":"publisher","DOI":"10.1007\/s10462-012-9328-0"},{"issue":"3","key":"37","first-page":"21","volume":"19","year":"2009","journal-title":"Neural Network World"},{"key":"50","doi-asserted-by":"publisher","DOI":"10.1260\/175722509789685865"},{"key":"27","doi-asserted-by":"publisher","DOI":"10.1016\/j.petrol.2011.05.006"},{"key":"25","doi-asserted-by":"publisher","DOI":"10.1016\/j.asoc.2010.09.007"},{"issue":"6","key":"61","first-page":"135","volume":"3","year":"2011","journal-title":"Journal of Computing"},{"key":"73","doi-asserted-by":"publisher","DOI":"10.1007\/s00521-010-0435-z"},{"key":"34","doi-asserted-by":"publisher","DOI":"10.1007\/s10462-009-9127-4"},{"key":"49","doi-asserted-by":"publisher","DOI":"10.1631\/jzus.A0820047"},{"key":"3","first-page":"70","volume":"3","year":"2007","journal-title":"Journal of Theoretical and Applied Information Technology"},{"key":"46","doi-asserted-by":"publisher","DOI":"10.1016\/s0893-6080(97)00011-7"},{"key":"55","year":"1997"},{"key":"22","doi-asserted-by":"publisher","DOI":"10.1162\/089976602317318965"},{"key":"24","doi-asserted-by":"publisher","DOI":"10.1073\/pnas.250483697"},{"key":"62","doi-asserted-by":"publisher","DOI":"10.1016\/j.neucom.2004.01.138"},{"issue":"3-4","key":"12","first-page":"243","volume":"10","year":"2003","journal-title":"Adaptive Behavior"},{"key":"15","doi-asserted-by":"publisher","DOI":"10.1162\/1064546053278900"},{"key":"23","doi-asserted-by":"publisher","DOI":"10.1113\/jphysiol.1948.sp004260"},{"key":"1","doi-asserted-by":"publisher","DOI":"10.1016\/s0361-9230(99)00161-6"},{"key":"28","doi-asserted-by":"publisher","DOI":"10.1109\/TNN.2003.820440"},{"key":"14","doi-asserted-by":"publisher","DOI":"10.1016\/s0006-3495(61)86902-6"},{"key":"56","doi-asserted-by":"publisher","DOI":"10.1098\/rspb.1989.0049"},{"key":"57","doi-asserted-by":"publisher","DOI":"10.1007\/3-540-46084-5_12"},{"key":"47","doi-asserted-by":"publisher","DOI":"10.1007\/s11063-010-9149-6"},{"key":"71","doi-asserted-by":"publisher","DOI":"10.1016\/j.neucom.2007.10.020"},{"key":"70","doi-asserted-by":"publisher","DOI":"10.1109\/tnn.2010.2074212"},{"key":"2","doi-asserted-by":"publisher","DOI":"10.1007\/978-3-642-10684-2_68"},{"key":"8","doi-asserted-by":"publisher","DOI":"10.1016\/s0925-2312(01)00658-0"},{"key":"54","volume-title":"Hierarchical bayesian infere nce in networks of spiking neurons","volume":"17","year":"2005"},{"key":"11","doi-asserted-by":"publisher","DOI":"10.1162\/neco.2008.20.1.91"},{"key":"41","doi-asserted-by":"publisher","DOI":"10.1016\/j.neunet.2009.08.010"},{"key":"10","doi-asserted-by":"publisher","DOI":"10.1162\/089976603321891774"},{"key":"52","doi-asserted-by":"publisher","DOI":"10.1162\/neco.2006.18.6.1318"},{"key":"60","doi-asserted-by":"publisher","DOI":"10.1016\/S0896-6273(03)00761-X"},{"key":"31","doi-asserted-by":"publisher","DOI":"10.1093\/cercor\/bhl152"},{"key":"43","doi-asserted-by":"publisher","DOI":"10.1371\/journal.pcbi.1000180"},{"issue":"56","key":"58","first-page":"623","volume":"22","year":"2009","journal-title":"Neural Networks"},{"key":"9","doi-asserted-by":"publisher","DOI":"10.1016\/j.neucom.2012.11.059"},{"issue":"1","key":"63","first-page":"35","volume":"11","year":"2010","journal-title":"Australian Journal of Intelligent Information Processing Systems"},{"key":"67","doi-asserted-by":"publisher","DOI":"10.1007\/978-3-642-16952-6_43"},{"key":"68","doi-asserted-by":"publisher","DOI":"10.1007\/978-3-642-21515-5_29"},{"key":"20","doi-asserted-by":"publisher","DOI":"10.1017\/cbo9780511815706"},{"key":"29","doi-asserted-by":"publisher","DOI":"10.1109\/TNN.2004.832719"},{"key":"30","series-title":"Computational Neuroscience","year":"2007"},{"key":"69","doi-asserted-by":"publisher","DOI":"10.1007\/s11063-008-9089-6"},{"key":"51","doi-asserted-by":"publisher","DOI":"10.1109\/tsmc.1979.4310076"},{"key":"32","year":"1995"},{"key":"26","doi-asserted-by":"publisher","DOI":"10.1109\/tit.1962.1057692"},{"key":"45","year":"2005"},{"key":"7","doi-asserted-by":"publisher","DOI":"10.1109\/tnn.2003.816362"},{"key":"19","doi-asserted-by":"publisher","DOI":"10.1007\/978-3-319-11857-4_24"},{"key":"21","doi-asserted-by":"publisher","DOI":"10.1126\/science.286.5439.531"}],"container-title":["Computational Intelligence and Neuroscience"],"original-title":[],"language":"en","link":[{"URL":"http:\/\/downloads.hindawi.com\/journals\/cin\/2015\/947098.pdf","content-type":"application\/pdf","content-version":"vor","intended-application":"text-mining"},{"URL":"http:\/\/downloads.hindawi.com\/journals\/cin\/2015\/947098.xml","content-type":"application\/xml","content-version":"vor","intended-application":"text-mining"},{"URL":"http:\/\/downloads.hindawi.com\/journals\/cin\/2015\/947098.pdf","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2017,6,23]],"date-time":"2017-06-23T00:43:56Z","timestamp":1498178636000},"score":1,"resource":{"primary":{"URL":"http:\/\/www.hindawi.com\/journals\/cin\/2015\/947098\/"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2015]]},"references-count":55,"alternative-id":["947098","947098"],"URL":"https:\/\/doi.org\/10.1155\/2015\/947098","relation":{},"ISSN":["1687-5265","1687-5273"],"issn-type":[{"value":"1687-5265","type":"print"},{"value":"1687-5273","type":"electronic"}],"subject":[],"published":{"date-parts":[[2015]]}}}