{"id":"https://openalex.org/W2064490599","doi":"https://doi.org/10.1109/siu.2013.6531570","title":"Training multilayer perceptron using differential evolution algorithm for signature recognition application","display_name":"Training multilayer perceptron using differential evolution algorithm for signature recognition application","publication_year":2013,"publication_date":"2013-04-01","ids":{"openalex":"https://openalex.org/W2064490599","doi":"https://doi.org/10.1109/siu.2013.6531570","mag":"2064490599"},"language":"en","primary_location":{"id":"doi:10.1109/siu.2013.6531570","is_oa":false,"landing_page_url":"https://doi.org/10.1109/siu.2013.6531570","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2013 21st Signal Processing and Communications Applications Conference (SIU)","raw_type":"proceedings-article"},"type":"conference-paper","indexed_in":["crossref"],"open_access":{"is_oa":false,"oa_status":"closed","oa_url":null,"any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5103496968","display_name":"A. R. Yilmaz","orcid":"https://orcid.org/0000-0003-1638-0290"},"institutions":[{"id":"https://openalex.org/I4101805","display_name":"Y\u0131ld\u0131z Technical University","ror":"https://ror.org/0547yzj13","country_code":"TR","type":"education","lineage":["https://openalex.org/I4101805"]}],"countries":["TR"],"is_corresponding":false,"raw_author_name":"A. R. Yilmaz","raw_affiliation_strings":["Elektron. ve Haberlesme Muhendisligi Bolumu, Yildiz Teknik Univ., I\u0307stanbul, Turkey"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Elektron. ve Haberlesme Muhendisligi Bolumu, Yildiz Teknik Univ., I\u0307stanbul, Turkey","institution_ids":["https://openalex.org/I4101805"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5113623336","display_name":"O. Yavuz","orcid":null},"institutions":[{"id":"https://openalex.org/I4101805","display_name":"Y\u0131ld\u0131z Technical University","ror":"https://ror.org/0547yzj13","country_code":"TR","type":"education","lineage":["https://openalex.org/I4101805"]}],"countries":["TR"],"is_corresponding":false,"raw_author_name":"O. Yavuz","raw_affiliation_strings":["Elektronik ve Haberle\u015fme M\u00fchendisli\u011fi B\u00f6l\u00fcm\u00fc, Y\u0131ld\u0131z Teknik \u00dcniversitesi, Istanbul, Turkey","Elektron. ve Haberlesme Muhendisligi Bolumu, Yildiz Teknik Univ., I\u0307stanbul, Turkey"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Elektronik ve Haberle\u015fme M\u00fchendisli\u011fi B\u00f6l\u00fcm\u00fc, Y\u0131ld\u0131z Teknik \u00dcniversitesi, Istanbul, Turkey","institution_ids":["https://openalex.org/I4101805"]},{"raw_affiliation_string":"Elektron. ve Haberlesme Muhendisligi Bolumu, Yildiz Teknik Univ., I\u0307stanbul, Turkey","institution_ids":["https://openalex.org/I4101805"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5023131776","display_name":"Burcu Erkmen","orcid":"https://orcid.org/0000-0002-5581-9764"},"institutions":[{"id":"https://openalex.org/I4101805","display_name":"Y\u0131ld\u0131z Technical University","ror":"https://ror.org/0547yzj13","country_code":"TR","type":"education","lineage":["https://openalex.org/I4101805"]}],"countries":["TR"],"is_corresponding":false,"raw_author_name":"B. Erkmen","raw_affiliation_strings":["Elektronik ve Haberle\u015fme M\u00fchendisli\u011fi B\u00f6l\u00fcm\u00fc, Y\u0131ld\u0131z Teknik \u00dcniversitesi, Istanbul, Turkey","Elektron. ve Haberlesme Muhendisligi Bolumu, Yildiz Teknik Univ., I\u0307stanbul, Turkey"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Elektronik ve Haberle\u015fme M\u00fchendisli\u011fi B\u00f6l\u00fcm\u00fc, Y\u0131ld\u0131z Teknik \u00dcniversitesi, Istanbul, Turkey","institution_ids":["https://openalex.org/I4101805"]},{"raw_affiliation_string":"Elektron. ve Haberlesme Muhendisligi Bolumu, Yildiz Teknik Univ., I\u0307stanbul, Turkey","institution_ids":["https://openalex.org/I4101805"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":[],"corresponding_institution_ids":["https://openalex.org/I4101805"],"apc_list":null,"apc_paid":null,"fwci":0.2288,"has_fulltext":false,"cited_by_count":6,"citation_normalized_percentile":{"value":0.48762758,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":90,"max":97},"biblio":{"volume":null,"issue":null,"first_page":"1","last_page":"4"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10320","display_name":"Neural Networks and Applications","score":0.989300012588501,"subfield":{"id":"https://openalex.org/subfields/1702","display_name":"Artificial Intelligence"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},"topics":[{"id":"https://openalex.org/T10320","display_name":"Neural Networks and Applications","score":0.989300012588501,"subfield":{"id":"https://openalex.org/subfields/1702","display_name":"Artificial Intelligence"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T13717","display_name":"Advanced Algorithms and Applications","score":0.9886999726295471,"subfield":{"id":"https://openalex.org/subfields/2207","display_name":"Control and Systems Engineering"},"field":{"id":"https://openalex.org/fields/22","display_name":"Engineering"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T12707","display_name":"Vehicle License Plate Recognition","score":0.9865999817848206,"subfield":{"id":"https://openalex.org/subfields/2214","display_name":"Media Technology"},"field":{"id":"https://openalex.org/fields/22","display_name":"Engineering"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/differential-evolution","display_name":"Differential evolution","score":0.7237625122070312},{"id":"https://openalex.org/keywords/training","display_name":"Training (meteorology)","score":0.6477166414260864},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6329091787338257},{"id":"https://openalex.org/keywords/backpropagation","display_name":"Backpropagation","score":0.6208809018135071},{"id":"https://openalex.org/keywords/signature","display_name":"Signature (topology)","score":0.6067423820495605},{"id":"https://openalex.org/keywords/multilayer-perceptron","display_name":"Multilayer perceptron","score":0.5948537588119507},{"id":"https://openalex.org/keywords/heuristic","display_name":"Heuristic","score":0.5849122405052185},{"id":"https://openalex.org/keywords/algorithm","display_name":"Algorithm","score":0.5541422367095947},{"id":"https://openalex.org/keywords/artificial-neural-network","display_name":"Artificial neural network","score":0.5496918559074402},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.5310153365135193},{"id":"https://openalex.org/keywords/perceptron","display_name":"Perceptron","score":0.4906669855117798},{"id":"https://openalex.org/keywords/base","display_name":"Base (topology)","score":0.4890359342098236},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.4809828996658325},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.32750213146209717},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.1995878517627716},{"id":"https://openalex.org/keywords/physics","display_name":"Physics","score":0.06371980905532837}],"concepts":[{"id":"https://openalex.org/C74750220","wikidata":"https://www.wikidata.org/wiki/Q2662197","display_name":"Differential evolution","level":2,"score":0.7237625122070312},{"id":"https://openalex.org/C2777211547","wikidata":"https://www.wikidata.org/wiki/Q17141490","display_name":"Training (meteorology)","level":2,"score":0.6477166414260864},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6329091787338257},{"id":"https://openalex.org/C155032097","wikidata":"https://www.wikidata.org/wiki/Q798503","display_name":"Backpropagation","level":3,"score":0.6208809018135071},{"id":"https://openalex.org/C2779696439","wikidata":"https://www.wikidata.org/wiki/Q7512811","display_name":"Signature (topology)","level":2,"score":0.6067423820495605},{"id":"https://openalex.org/C179717631","wikidata":"https://www.wikidata.org/wiki/Q2991667","display_name":"Multilayer perceptron","level":3,"score":0.5948537588119507},{"id":"https://openalex.org/C173801870","wikidata":"https://www.wikidata.org/wiki/Q201413","display_name":"Heuristic","level":2,"score":0.5849122405052185},{"id":"https://openalex.org/C11413529","wikidata":"https://www.wikidata.org/wiki/Q8366","display_name":"Algorithm","level":1,"score":0.5541422367095947},{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.5496918559074402},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.5310153365135193},{"id":"https://openalex.org/C60908668","wikidata":"https://www.wikidata.org/wiki/Q690207","display_name":"Perceptron","level":3,"score":0.4906669855117798},{"id":"https://openalex.org/C42058472","wikidata":"https://www.wikidata.org/wiki/Q810214","display_name":"Base (topology)","level":2,"score":0.4890359342098236},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.4809828996658325},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.32750213146209717},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.1995878517627716},{"id":"https://openalex.org/C121332964","wikidata":"https://www.wikidata.org/wiki/Q413","display_name":"Physics","level":0,"score":0.06371980905532837},{"id":"https://openalex.org/C2524010","wikidata":"https://www.wikidata.org/wiki/Q8087","display_name":"Geometry","level":1,"score":0.0},{"id":"https://openalex.org/C153294291","wikidata":"https://www.wikidata.org/wiki/Q25261","display_name":"Meteorology","level":1,"score":0.0},{"id":"https://openalex.org/C134306372","wikidata":"https://www.wikidata.org/wiki/Q7754","display_name":"Mathematical analysis","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/siu.2013.6531570","is_oa":false,"landing_page_url":"https://doi.org/10.1109/siu.2013.6531570","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2013 21st Signal Processing and Communications Applications Conference (SIU)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":21,"referenced_works":["https://openalex.org/W1490180010","https://openalex.org/W1595159159","https://openalex.org/W1603172001","https://openalex.org/W1987030619","https://openalex.org/W2028597720","https://openalex.org/W2038128936","https://openalex.org/W2058308744","https://openalex.org/W2098546903","https://openalex.org/W2101539456","https://openalex.org/W2110504884","https://openalex.org/W2110560847","https://openalex.org/W2123214816","https://openalex.org/W2125564927","https://openalex.org/W2128302767","https://openalex.org/W2137567453","https://openalex.org/W2151521235","https://openalex.org/W2168294619","https://openalex.org/W2171590421","https://openalex.org/W2535363501","https://openalex.org/W4239271721","https://openalex.org/W6676359380"],"related_works":["https://openalex.org/W2555356437","https://openalex.org/W2417891382","https://openalex.org/W2076543106","https://openalex.org/W2083196709","https://openalex.org/W2019891950","https://openalex.org/W2085842814","https://openalex.org/W2023924986","https://openalex.org/W4286643620","https://openalex.org/W2523437662","https://openalex.org/W4387048144"],"abstract_inverted_index":{"In":[0],"this":[1],"work,":[2],"multilayer":[3],"perceptron":[4],"(MLP)":[5],"has":[6,21,68],"been":[7,22,69],"trained":[8],"by":[9,24],"differential":[10],"evolution":[11],"algorithm":[12,62,78],"(DEA)":[13],"and":[14,27,42],"the":[15,18,38,50,56,60,66,72,75,87,90,97],"performance":[16,54,73,88],"of":[17,55,65,74,89],"neural":[19],"network":[20,67],"analyzed":[23],"using":[25,93,100],"high-dimensional":[26],"non-linear":[28],"signature":[29],"recognition":[30],"data":[31],"base.":[32],"DEA,":[33],"which":[34,58],"doesn't":[35,43],"depend":[36],"on":[37,81],"initial":[39],"weight":[40],"values":[41],"stick":[44],"in":[45],"local":[46],"minimums,":[47],"carries":[48],"out":[49],"global":[51],"optimization.":[52],"The":[53],"DGA":[57],"is":[59,95],"heuristic":[61],"to":[63,71],"training":[64,91,98],"compared":[70],"error":[76],"back-propagation":[77],"(EBPA)":[79],"based":[80],"gradient.":[82],"Simulation":[83],"results":[84],"show":[85],"that":[86],"MLP":[92,99],"DEA":[94],"outperforms":[96],"EBPA.":[101]},"counts_by_year":[{"year":2024,"cited_by_count":3},{"year":2023,"cited_by_count":1},{"year":2017,"cited_by_count":1},{"year":2015,"cited_by_count":1}],"updated_date":"2026-07-29T14:22:42.915294","created_date":"2025-10-10T00:00:00"}