{"id":"https://openalex.org/W4385275877","doi":"https://doi.org/10.1007/s10710-023-09458-y","title":"GAAMmf: genetic algorithm with aggressive mutation and decreasing feature set for feature selection","display_name":"GAAMmf: genetic algorithm with aggressive mutation and decreasing feature set for feature selection","publication_year":2023,"publication_date":"2023-07-26","ids":{"openalex":"https://openalex.org/W4385275877","doi":"https://doi.org/10.1007/s10710-023-09458-y"},"language":"en","primary_location":{"id":"doi:10.1007/s10710-023-09458-y","is_oa":true,"landing_page_url":"https://doi.org/10.1007/s10710-023-09458-y","pdf_url":"https://link.springer.com/content/pdf/10.1007/s10710-023-09458-y.pdf","source":{"id":"https://openalex.org/S47930974","display_name":"Genetic Programming and Evolvable Machines","issn_l":"1389-2576","issn":["1389-2576","1573-7632"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319900","host_organization_name":"Springer Science+Business Media","host_organization_lineage":["https://openalex.org/P4310319900","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Science+Business Media","Springer Nature"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Genetic Programming and Evolvable Machines","raw_type":"journal-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"hybrid","oa_url":"https://link.springer.com/content/pdf/10.1007/s10710-023-09458-y.pdf","any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5062839503","display_name":"Izabela Rejer","orcid":"https://orcid.org/0000-0002-9003-4129"},"institutions":[{"id":"https://openalex.org/I155313962","display_name":"West Pomeranian University of Technology in Szczecin","ror":"https://ror.org/0596m7f19","country_code":"PL","type":"education","lineage":["https://openalex.org/I155313962"]}],"countries":["PL"],"is_corresponding":false,"raw_author_name":"Rejer Izabela","raw_affiliation_strings":["Faculty of Computer Science, West Pomeranian University of Technology in Szczecin, \u017bo\u0142nierska 49, Szczecin, 71-210, Szczecin, Poland"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Faculty of Computer Science, West Pomeranian University of Technology in Szczecin, \u017bo\u0142nierska 49, Szczecin, 71-210, Szczecin, Poland","institution_ids":["https://openalex.org/I155313962"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5092546718","display_name":"Lorenz Krzysztof","orcid":null},"institutions":[{"id":"https://openalex.org/I155313962","display_name":"West Pomeranian University of Technology in Szczecin","ror":"https://ror.org/0596m7f19","country_code":"PL","type":"education","lineage":["https://openalex.org/I155313962"]}],"countries":["PL"],"is_corresponding":true,"raw_author_name":"Lorenz Krzysztof","raw_affiliation_strings":["Faculty of Computer Science, West Pomeranian University of Technology in Szczecin, \u017bo\u0142nierska 49, Szczecin, 71-210, Szczecin, Poland"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Faculty of Computer Science, West Pomeranian University of Technology in Szczecin, \u017bo\u0142nierska 49, Szczecin, 71-210, Szczecin, Poland","institution_ids":["https://openalex.org/I155313962"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":["https://openalex.org/A5092546718"],"corresponding_institution_ids":["https://openalex.org/I155313962"],"apc_list":{"value":2890,"currency":"USD","value_usd":2890},"apc_paid":{"value":2890,"currency":"USD","value_usd":2890},"fwci":0.4228,"has_fulltext":true,"cited_by_count":3,"citation_normalized_percentile":{"value":0.68294608,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":91,"max":96},"biblio":{"volume":"24","issue":"2","first_page":null,"last_page":null},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10100","display_name":"Metaheuristic Optimization Algorithms Research","score":0.9983999729156494,"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":0.9983999729156494,"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/T11975","display_name":"Evolutionary Algorithms and Applications","score":0.9975000023841858,"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/T10848","display_name":"Advanced Multi-Objective Optimization Algorithms","score":0.9904000163078308,"subfield":{"id":"https://openalex.org/subfields/1703","display_name":"Computational Theory and Mathematics"},"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/feature-selection","display_name":"Feature selection","score":0.7291927933692932},{"id":"https://openalex.org/keywords/feature","display_name":"Feature (linguistics)","score":0.6766862273216248},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6723684668540955},{"id":"https://openalex.org/keywords/genetic-algorithm","display_name":"Genetic algorithm","score":0.6621251106262207},{"id":"https://openalex.org/keywords/sorting","display_name":"Sorting","score":0.6367648243904114},{"id":"https://openalex.org/keywords/fitness-function","display_name":"Fitness function","score":0.59576016664505},{"id":"https://openalex.org/keywords/penalty-method","display_name":"Penalty method","score":0.5509848594665527},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.5403350591659546},{"id":"https://openalex.org/keywords/mutation","display_name":"Mutation","score":0.538777768611908},{"id":"https://openalex.org/keywords/algorithm","display_name":"Algorithm","score":0.5048413872718811},{"id":"https://openalex.org/keywords/particle-swarm-optimization","display_name":"Particle swarm optimization","score":0.4706520140171051},{"id":"https://openalex.org/keywords/selection","display_name":"Selection (genetic algorithm)","score":0.4537712037563324},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.44822224974632263},{"id":"https://openalex.org/keywords/set","display_name":"Set (abstract data type)","score":0.4465734362602234},{"id":"https://openalex.org/keywords/term","display_name":"Term (time)","score":0.4390902817249298},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.20907512307167053},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.19395136833190918},{"id":"https://openalex.org/keywords/mathematical-optimization","display_name":"Mathematical optimization","score":0.14278081059455872}],"concepts":[{"id":"https://openalex.org/C148483581","wikidata":"https://www.wikidata.org/wiki/Q446488","display_name":"Feature selection","level":2,"score":0.7291927933692932},{"id":"https://openalex.org/C2776401178","wikidata":"https://www.wikidata.org/wiki/Q12050496","display_name":"Feature (linguistics)","level":2,"score":0.6766862273216248},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6723684668540955},{"id":"https://openalex.org/C8880873","wikidata":"https://www.wikidata.org/wiki/Q187787","display_name":"Genetic algorithm","level":2,"score":0.6621251106262207},{"id":"https://openalex.org/C111696304","wikidata":"https://www.wikidata.org/wiki/Q2303697","display_name":"Sorting","level":2,"score":0.6367648243904114},{"id":"https://openalex.org/C176066374","wikidata":"https://www.wikidata.org/wiki/Q629118","display_name":"Fitness function","level":3,"score":0.59576016664505},{"id":"https://openalex.org/C6180225","wikidata":"https://www.wikidata.org/wiki/Q3411771","display_name":"Penalty method","level":2,"score":0.5509848594665527},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.5403350591659546},{"id":"https://openalex.org/C501734568","wikidata":"https://www.wikidata.org/wiki/Q42918","display_name":"Mutation","level":3,"score":0.538777768611908},{"id":"https://openalex.org/C11413529","wikidata":"https://www.wikidata.org/wiki/Q8366","display_name":"Algorithm","level":1,"score":0.5048413872718811},{"id":"https://openalex.org/C85617194","wikidata":"https://www.wikidata.org/wiki/Q2072794","display_name":"Particle swarm optimization","level":2,"score":0.4706520140171051},{"id":"https://openalex.org/C81917197","wikidata":"https://www.wikidata.org/wiki/Q628760","display_name":"Selection (genetic algorithm)","level":2,"score":0.4537712037563324},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.44822224974632263},{"id":"https://openalex.org/C177264268","wikidata":"https://www.wikidata.org/wiki/Q1514741","display_name":"Set (abstract data type)","level":2,"score":0.4465734362602234},{"id":"https://openalex.org/C61797465","wikidata":"https://www.wikidata.org/wiki/Q1188986","display_name":"Term (time)","level":2,"score":0.4390902817249298},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.20907512307167053},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.19395136833190918},{"id":"https://openalex.org/C126255220","wikidata":"https://www.wikidata.org/wiki/Q141495","display_name":"Mathematical optimization","level":1,"score":0.14278081059455872},{"id":"https://openalex.org/C138885662","wikidata":"https://www.wikidata.org/wiki/Q5891","display_name":"Philosophy","level":0,"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/C104317684","wikidata":"https://www.wikidata.org/wiki/Q7187","display_name":"Gene","level":2,"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/C121332964","wikidata":"https://www.wikidata.org/wiki/Q413","display_name":"Physics","level":0,"score":0.0},{"id":"https://openalex.org/C41895202","wikidata":"https://www.wikidata.org/wiki/Q8162","display_name":"Linguistics","level":1,"score":0.0},{"id":"https://openalex.org/C199360897","wikidata":"https://www.wikidata.org/wiki/Q9143","display_name":"Programming language","level":1,"score":0.0},{"id":"https://openalex.org/C62520636","wikidata":"https://www.wikidata.org/wiki/Q944","display_name":"Quantum mechanics","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1007/s10710-023-09458-y","is_oa":true,"landing_page_url":"https://doi.org/10.1007/s10710-023-09458-y","pdf_url":"https://link.springer.com/content/pdf/10.1007/s10710-023-09458-y.pdf","source":{"id":"https://openalex.org/S47930974","display_name":"Genetic Programming and Evolvable Machines","issn_l":"1389-2576","issn":["1389-2576","1573-7632"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319900","host_organization_name":"Springer Science+Business Media","host_organization_lineage":["https://openalex.org/P4310319900","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Science+Business Media","Springer Nature"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Genetic Programming and Evolvable Machines","raw_type":"journal-article"}],"best_oa_location":{"id":"doi:10.1007/s10710-023-09458-y","is_oa":true,"landing_page_url":"https://doi.org/10.1007/s10710-023-09458-y","pdf_url":"https://link.springer.com/content/pdf/10.1007/s10710-023-09458-y.pdf","source":{"id":"https://openalex.org/S47930974","display_name":"Genetic Programming and Evolvable Machines","issn_l":"1389-2576","issn":["1389-2576","1573-7632"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319900","host_organization_name":"Springer Science+Business Media","host_organization_lineage":["https://openalex.org/P4310319900","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Science+Business Media","Springer Nature"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Genetic Programming and Evolvable Machines","raw_type":"journal-article"},"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/16","display_name":"Peace, Justice and strong institutions","score":0.5699999928474426}],"awards":[],"funders":[],"has_content":{"pdf":true,"grobid_xml":false},"content_urls":{"pdf":"https://content.openalex.org/works/W4385275877.pdf"},"referenced_works_count":37,"referenced_works":["https://openalex.org/W4061672","https://openalex.org/W1533210288","https://openalex.org/W1553163808","https://openalex.org/W1565475775","https://openalex.org/W1607660464","https://openalex.org/W1786686177","https://openalex.org/W1808644423","https://openalex.org/W1965963993","https://openalex.org/W2005385221","https://openalex.org/W2010345901","https://openalex.org/W2024700907","https://openalex.org/W2036657109","https://openalex.org/W2046224350","https://openalex.org/W2084649778","https://openalex.org/W2098844365","https://openalex.org/W2110698016","https://openalex.org/W2126105956","https://openalex.org/W2134816084","https://openalex.org/W2135046866","https://openalex.org/W2140149302","https://openalex.org/W2143426320","https://openalex.org/W2143861446","https://openalex.org/W2159480010","https://openalex.org/W2398981591","https://openalex.org/W2543580944","https://openalex.org/W2573137292","https://openalex.org/W2783320270","https://openalex.org/W2791936143","https://openalex.org/W2834821953","https://openalex.org/W2996372523","https://openalex.org/W3004565805","https://openalex.org/W3007689421","https://openalex.org/W3082096361","https://openalex.org/W3176376058","https://openalex.org/W4213162110","https://openalex.org/W4292083457","https://openalex.org/W6632409221"],"related_works":["https://openalex.org/W2062802260","https://openalex.org/W2739612537","https://openalex.org/W2012481935","https://openalex.org/W1970507958","https://openalex.org/W3134574304","https://openalex.org/W2114356839","https://openalex.org/W3134384462","https://openalex.org/W2125094050","https://openalex.org/W2540137049","https://openalex.org/W1510805918"],"abstract_inverted_index":{"Abstract":[0],"This":[1],"paper":[2,172],"introduces":[3],"a":[4,8,130,177],"modified":[5],"version":[6],"of":[7,16,54,67,86,181,192,197,224,228],"genetic":[9,18,61,74,159],"algorithm":[10,62,144,160],"with":[11,113,120,129,161,176],"aggressive":[12,162],"mutation":[13,163],"(GAAM),":[14],"one":[15],"the":[17,32,52,58,65,72,84,91,98,104,118,158,193,201,216,225],"algorithms":[19],"(GAs)":[20],"used":[21,56,70],"for":[22,145,220],"feature":[23,40,44,99,166,174,217],"selection.":[24],"The":[25,149],"modification":[26],"proposed":[27],"in":[28,57,71,90,170,195],"this":[29,48,154,171],"study":[30,155],"expands":[31],"original":[33,202],"GAAM\u2019s":[34],"capabilities":[35],"by":[36],"allowing":[37],"not":[38],"only":[39],"selection":[41],"but":[42],"also":[43],"reduction.":[45],"To":[46,102],"obtain":[47],"effect,":[49],"we":[50,80,107],"applied":[51],"concept":[53,66],"ranks":[55],"non-dominated":[59],"sorting":[60],"(NSGA)":[63],"and":[64,97,116,141,164,209],"penalty":[68,131],"term":[69],"Holland":[73,127,207],"algorithm.":[75],"With":[76],"those":[77],"two":[78,87],"concepts,":[79],"managed":[81],"to":[82,206,214],"balance":[83],"importance":[85],"competing":[88],"criteria":[89],"GAAM":[92],"fitness":[93],"function:":[94],"classification":[95,198],"accuracy":[96,199],"subset\u2019s":[100],"size.":[101],"assess":[103],"algorithm\u2019s":[105],"effectiveness,":[106],"evaluated":[108],"it":[109],"on":[110],"eleven":[111],"datasets":[112],"different":[114],"characteristics":[115],"compared":[117],"results":[119],"eight":[121],"reference":[122,186],"methods:":[123],"GAAM,":[124,126],"Melting":[125],"GA":[128,208],"term,":[132],"NSGA-II,":[133,210],"Correlation-based":[134],"Feature":[135],"Selection,":[136,140],"Lasso,":[137],"Sequential":[138],"Forward":[139],"IniPG":[142],"(an":[143],"particle":[146],"swarm":[147],"optimisation).":[148],"main":[150],"conclusion":[151],"drawn":[152],"from":[153],"is":[156],"that":[157],"decreasing":[165],"set":[167],"(GAAMmf)":[168],"introduced":[169],"returned":[173],"sets":[175],"significantly":[178],"smaller":[179],"number":[180,227],"features":[182],"than":[183],"almost":[184],"all":[185,221],"methods.":[187],"Furthermore,":[188],"GAAMmf":[189,211],"outperformed":[190],"most":[191],"methods":[194],"terms":[196],"(except":[200],"GAAM).":[203],"In":[204],"contrast":[205],"was":[212],"able":[213],"perform":[215],"reduction":[218],"task":[219],"datasets,":[222],"regardless":[223],"initial":[226],"features.":[229]},"counts_by_year":[{"year":2025,"cited_by_count":1},{"year":2024,"cited_by_count":2}],"updated_date":"2026-07-23T08:03:31.855105","created_date":"2025-10-10T00:00:00"}