{"id":"https://openalex.org/W2074019478","doi":"https://doi.org/10.1142/s0219878913500034","title":"A MUTATION PARTICLE SWARM OPTIMIZATION ALGORITHM FOR MULTILAYER PERCEPTRON TRAINING WITH APPLICATIONS","display_name":"A MUTATION PARTICLE SWARM OPTIMIZATION ALGORITHM FOR MULTILAYER PERCEPTRON TRAINING WITH APPLICATIONS","publication_year":2013,"publication_date":"2013-03-01","ids":{"openalex":"https://openalex.org/W2074019478","doi":"https://doi.org/10.1142/s0219878913500034","mag":"2074019478"},"language":"en","primary_location":{"id":"doi:10.1142/s0219878913500034","is_oa":false,"landing_page_url":"https://doi.org/10.1142/s0219878913500034","pdf_url":null,"source":{"id":"https://openalex.org/S186208447","display_name":"International Journal of Information Acquisition","issn_l":"0219-8789","issn":["0219-8789","1793-6985"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319815","host_organization_name":"World Scientific","host_organization_lineage":["https://openalex.org/P4310319815"],"host_organization_lineage_names":["World Scientific"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"International Journal of Information Acquisition","raw_type":"journal-article"},"type":"article","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/A5025480582","display_name":"Zenghai Chen","orcid":null},"institutions":[{"id":"https://openalex.org/I14243506","display_name":"Hong Kong Polytechnic University","ror":"https://ror.org/0030zas98","country_code":"HK","type":"education","lineage":["https://openalex.org/I14243506"]}],"countries":["HK"],"is_corresponding":false,"raw_author_name":"ZENGHAI CHEN","raw_affiliation_strings":["Department of Electronic and Information Engineering, The Hong Kong Polytechnic University, Hong Kong"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Electronic and Information Engineering, The Hong Kong Polytechnic University, Hong Kong","institution_ids":["https://openalex.org/I14243506"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5080341476","display_name":"Jing Wu","orcid":"https://orcid.org/0000-0003-0007-4328"},"institutions":[{"id":"https://openalex.org/I14243506","display_name":"Hong Kong Polytechnic University","ror":"https://ror.org/0030zas98","country_code":"HK","type":"education","lineage":["https://openalex.org/I14243506"]}],"countries":["HK"],"is_corresponding":false,"raw_author_name":"JING WU","raw_affiliation_strings":["Department of Electronic and Information Engineering, The Hong Kong Polytechnic University, Hong Kong"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Electronic and Information Engineering, The Hong Kong Polytechnic University, Hong Kong","institution_ids":["https://openalex.org/I14243506"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5050364086","display_name":"Zheru Chi","orcid":"https://orcid.org/0000-0003-0714-8713"},"institutions":[{"id":"https://openalex.org/I14243506","display_name":"Hong Kong Polytechnic University","ror":"https://ror.org/0030zas98","country_code":"HK","type":"education","lineage":["https://openalex.org/I14243506"]}],"countries":["HK"],"is_corresponding":false,"raw_author_name":"ZHERU CHI","raw_affiliation_strings":["Department of Electronic and Information Engineering, The Hong Kong Polytechnic University, Hong Kong"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Electronic and Information Engineering, The Hong Kong Polytechnic University, Hong Kong","institution_ids":["https://openalex.org/I14243506"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":[],"corresponding_institution_ids":["https://openalex.org/I14243506"],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.10336626,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":"09","issue":"01","first_page":"1350003","last_page":"1350003"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10100","display_name":"Metaheuristic Optimization Algorithms Research","score":0.9977999925613403,"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/T10100","display_name":"Metaheuristic Optimization Algorithms Research","score":0.9977999925613403,"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":0.9966999888420105,"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/T10627","display_name":"Advanced Image and Video Retrieval Techniques","score":0.9858999848365784,"subfield":{"id":"https://openalex.org/subfields/1707","display_name":"Computer Vision and Pattern Recognition"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/particle-swarm-optimization","display_name":"Particle swarm optimization","score":0.8692375421524048},{"id":"https://openalex.org/keywords/premature-convergence","display_name":"Premature convergence","score":0.7379434704780579},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.7093914747238159},{"id":"https://openalex.org/keywords/mutation","display_name":"Mutation","score":0.6703303456306458},{"id":"https://openalex.org/keywords/convergence","display_name":"Convergence (economics)","score":0.605661928653717},{"id":"https://openalex.org/keywords/position","display_name":"Position (finance)","score":0.5641151070594788},{"id":"https://openalex.org/keywords/multilayer-perceptron","display_name":"Multilayer perceptron","score":0.5048123598098755},{"id":"https://openalex.org/keywords/algorithm","display_name":"Algorithm","score":0.4966486096382141},{"id":"https://openalex.org/keywords/genetic-algorithm","display_name":"Genetic algorithm","score":0.49638015031814575},{"id":"https://openalex.org/keywords/operator","display_name":"Operator (biology)","score":0.47225990891456604},{"id":"https://openalex.org/keywords/perceptron","display_name":"Perceptron","score":0.4213992953300476},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.41598203778266907},{"id":"https://openalex.org/keywords/mathematical-optimization","display_name":"Mathematical optimization","score":0.40191107988357544},{"id":"https://openalex.org/keywords/artificial-neural-network","display_name":"Artificial neural network","score":0.2724266052246094},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.21040502190589905},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.15759870409965515}],"concepts":[{"id":"https://openalex.org/C85617194","wikidata":"https://www.wikidata.org/wiki/Q2072794","display_name":"Particle swarm optimization","level":2,"score":0.8692375421524048},{"id":"https://openalex.org/C58758708","wikidata":"https://www.wikidata.org/wiki/Q7240233","display_name":"Premature convergence","level":3,"score":0.7379434704780579},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7093914747238159},{"id":"https://openalex.org/C501734568","wikidata":"https://www.wikidata.org/wiki/Q42918","display_name":"Mutation","level":3,"score":0.6703303456306458},{"id":"https://openalex.org/C2777303404","wikidata":"https://www.wikidata.org/wiki/Q759757","display_name":"Convergence (economics)","level":2,"score":0.605661928653717},{"id":"https://openalex.org/C198082294","wikidata":"https://www.wikidata.org/wiki/Q3399648","display_name":"Position (finance)","level":2,"score":0.5641151070594788},{"id":"https://openalex.org/C179717631","wikidata":"https://www.wikidata.org/wiki/Q2991667","display_name":"Multilayer perceptron","level":3,"score":0.5048123598098755},{"id":"https://openalex.org/C11413529","wikidata":"https://www.wikidata.org/wiki/Q8366","display_name":"Algorithm","level":1,"score":0.4966486096382141},{"id":"https://openalex.org/C8880873","wikidata":"https://www.wikidata.org/wiki/Q187787","display_name":"Genetic algorithm","level":2,"score":0.49638015031814575},{"id":"https://openalex.org/C17020691","wikidata":"https://www.wikidata.org/wiki/Q139677","display_name":"Operator (biology)","level":5,"score":0.47225990891456604},{"id":"https://openalex.org/C60908668","wikidata":"https://www.wikidata.org/wiki/Q690207","display_name":"Perceptron","level":3,"score":0.4213992953300476},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.41598203778266907},{"id":"https://openalex.org/C126255220","wikidata":"https://www.wikidata.org/wiki/Q141495","display_name":"Mathematical optimization","level":1,"score":0.40191107988357544},{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.2724266052246094},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.21040502190589905},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.15759870409965515},{"id":"https://openalex.org/C104317684","wikidata":"https://www.wikidata.org/wiki/Q7187","display_name":"Gene","level":2,"score":0.0},{"id":"https://openalex.org/C55493867","wikidata":"https://www.wikidata.org/wiki/Q7094","display_name":"Biochemistry","level":1,"score":0.0},{"id":"https://openalex.org/C10138342","wikidata":"https://www.wikidata.org/wiki/Q43015","display_name":"Finance","level":1,"score":0.0},{"id":"https://openalex.org/C185592680","wikidata":"https://www.wikidata.org/wiki/Q2329","display_name":"Chemistry","level":0,"score":0.0},{"id":"https://openalex.org/C162324750","wikidata":"https://www.wikidata.org/wiki/Q8134","display_name":"Economics","level":0,"score":0.0},{"id":"https://openalex.org/C158448853","wikidata":"https://www.wikidata.org/wiki/Q425218","display_name":"Repressor","level":4,"score":0.0},{"id":"https://openalex.org/C50522688","wikidata":"https://www.wikidata.org/wiki/Q189833","display_name":"Economic growth","level":1,"score":0.0},{"id":"https://openalex.org/C86339819","wikidata":"https://www.wikidata.org/wiki/Q407384","display_name":"Transcription factor","level":3,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1142/s0219878913500034","is_oa":false,"landing_page_url":"https://doi.org/10.1142/s0219878913500034","pdf_url":null,"source":{"id":"https://openalex.org/S186208447","display_name":"International Journal of Information Acquisition","issn_l":"0219-8789","issn":["0219-8789","1793-6985"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319815","host_organization_name":"World Scientific","host_organization_lineage":["https://openalex.org/P4310319815"],"host_organization_lineage_names":["World Scientific"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"International Journal of Information Acquisition","raw_type":"journal-article"},{"id":"pmh:oai:ira.lib.polyu.edu.hk:10397/27842","is_oa":false,"landing_page_url":"http://hdl.handle.net/10397/27842","pdf_url":null,"source":{"id":"https://openalex.org/S4306400205","display_name":"PolyU Institutional Research Archive (Hong Kong Polytechnic University)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I14243506","host_organization_name":"Hong Kong Polytechnic University","host_organization_lineage":["https://openalex.org/I14243506"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"","raw_type":"Journal/Magazine Article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[{"id":"https://openalex.org/F4320322598","display_name":"Hong Kong Polytechnic University","ror":"https://ror.org/0030zas98"}],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":12,"referenced_works":["https://openalex.org/W1566135517","https://openalex.org/W1968189656","https://openalex.org/W2001619934","https://openalex.org/W2022637272","https://openalex.org/W2085492522","https://openalex.org/W2089177488","https://openalex.org/W2095727900","https://openalex.org/W2113855951","https://openalex.org/W2131694312","https://openalex.org/W2143376842","https://openalex.org/W2161146683","https://openalex.org/W2612815668"],"related_works":["https://openalex.org/W42170614","https://openalex.org/W2364947648","https://openalex.org/W2568269143","https://openalex.org/W2379567910","https://openalex.org/W2076543106","https://openalex.org/W2391178530","https://openalex.org/W1991387858","https://openalex.org/W2358785986","https://openalex.org/W2357343347","https://openalex.org/W2120521599"],"abstract_inverted_index":{"Particle":[0],"swarm":[1],"optimization":[2,6],"(PSO),":[3],"a":[4,36,58,69,91,104,123],"prevalent":[5],"algorithm,":[7],"has":[8],"been":[9],"successfully":[10],"applied":[11,134],"to":[12,73,113,121,135],"various":[13],"fields":[14],"of":[15,53,86,93,165],"science":[16],"and":[17,80,142,153],"engineering.":[18],"However,":[19],"PSO":[20,38],"still":[21],"suffers":[22],"from":[23],"some":[24],"problems":[25],"such":[26],"as":[27],"premature":[28,115],"convergence.":[29,116],"To":[30],"solve":[31],"these":[32],"problems,":[33],"we":[34],"propose":[35],"mutation":[37,105],"(MPSO)":[39],"in":[40],"this":[41],"paper.":[42],"Compared":[43],"with":[44],"the":[45,54,81,87,162,166],"traditional":[46,148],"PSO,":[47,149],"there":[48],"are":[49,156],"two":[50,136],"main":[51],"improvements":[52],"proposed":[55,167],"MPSO.":[56],"First,":[57],"new":[59,66],"particle":[60],"update":[61],"rule":[62,67],"is":[63,102,107,111,119,132],"explored.":[64],"The":[65,99,117,127],"updates":[68],"particle's":[70],"position":[71,79,85],"according":[72],"not":[74],"only":[75],"its":[76],"best":[77,83,96],"known":[78,84,97],"global":[82],"swarm,":[88],"but":[89],"also":[90,157],"number":[92],"other":[94],"particles'":[95],"positions.":[98],"second":[100],"improvement":[101],"that":[103],"operator":[106,110],"employed.":[108],"Mutation":[109],"used":[112],"avoid":[114],"MPSO":[118,131,168],"utilized":[120],"train":[122],"multilayer":[124],"perceptron":[125],"(MLP).":[126],"MLP":[128,170],"trained":[129],"by":[130],"finally":[133],"classification":[137,141],"problems:":[138],"Iris":[139],"flower":[140],"scene":[143],"classification.":[144],"For":[145],"comparison":[146],"purposes,":[147],"genetic":[150],"algorithm":[151],"(GA),":[152],"back-propagation":[154],"(BP)":[155],"investigated.":[158],"Experimental":[159],"results":[160],"demonstrate":[161],"superior":[163],"performance":[164],"for":[169],"training.":[171]},"counts_by_year":[],"updated_date":"2026-05-21T06:26:12.895304","created_date":"2025-10-10T00:00:00"}