{"id":"https://openalex.org/W2017587176","doi":"https://doi.org/10.1145/2463372.2463502","title":"Evolving artificial neural networks for nonlinear feature construction","display_name":"Evolving artificial neural networks for nonlinear feature construction","publication_year":2013,"publication_date":"2013-07-06","ids":{"openalex":"https://openalex.org/W2017587176","doi":"https://doi.org/10.1145/2463372.2463502","mag":"2017587176"},"language":"en","primary_location":{"is_oa":false,"landing_page_url":"https://doi.org/10.1145/2463372.2463502","pdf_url":null,"source":null,"license":null,"license_id":null,"version":null,"is_accepted":false,"is_published":false},"type":"article","type_crossref":"proceedings-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/A5064096507","display_name":"Tobias Berka","orcid":null},"institutions":[{"id":"https://openalex.org/I241749","display_name":"University of Cambridge","ror":"https://ror.org/013meh722","country_code":"GB","type":"funder","lineage":["https://openalex.org/I241749"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Tobias Berka","raw_affiliation_strings":["University of Cambridge & University of Salzburg, Cambridge, United Kingdom#TAB#"],"affiliations":[{"raw_affiliation_string":"University of Cambridge & University of Salzburg, Cambridge, United Kingdom#TAB#","institution_ids":["https://openalex.org/I241749"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5000576234","display_name":"Helmut A. Mayer","orcid":"https://orcid.org/0000-0002-2428-0962"},"institutions":[{"id":"https://openalex.org/I182212641","display_name":"University of Salzburg","ror":"https://ror.org/05gs8cd61","country_code":"AT","type":"funder","lineage":["https://openalex.org/I182212641"]}],"countries":["AT"],"is_corresponding":false,"raw_author_name":"Helmut A. Mayer","raw_affiliation_strings":["University of Salzburg, Salzburg, Austria"],"affiliations":[{"raw_affiliation_string":"University of Salzburg, Salzburg, Austria","institution_ids":["https://openalex.org/I182212641"]}]}],"institution_assertions":[],"countries_distinct_count":2,"institutions_distinct_count":2,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":true,"fulltext_origin":"ngrams","cited_by_count":0,"citation_normalized_percentile":{"value":0.0,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":0,"max":65},"biblio":{"volume":null,"issue":null,"first_page":"1037","last_page":"1044"},"is_retracted":false,"is_paratext":false,"primary_topic":{"id":"https://openalex.org/T10320","display_name":"Neural Networks and Applications","score":0.9992,"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":0.9992,"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":0.9948,"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/T12676","display_name":"Machine Learning and ELM","score":0.9893,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/perceptron","display_name":"Perceptron","score":0.7334718},{"id":"https://openalex.org/keywords/neuroevolution","display_name":"Neuroevolution","score":0.6602297},{"id":"https://openalex.org/keywords/feature","display_name":"Feature (linguistics)","score":0.611207},{"id":"https://openalex.org/keywords/multilayer-perceptron","display_name":"Multilayer perceptron","score":0.58700454},{"id":"https://openalex.org/keywords/feature-vector","display_name":"Feature vector","score":0.55223435}],"concepts":[{"id":"https://openalex.org/C60908668","wikidata":"https://www.wikidata.org/wiki/Q690207","display_name":"Perceptron","level":3,"score":0.7334718},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.70669},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.69490206},{"id":"https://openalex.org/C118070581","wikidata":"https://www.wikidata.org/wiki/Q2060528","display_name":"Neuroevolution","level":3,"score":0.6602297},{"id":"https://openalex.org/C2776401178","wikidata":"https://www.wikidata.org/wiki/Q12050496","display_name":"Feature (linguistics)","level":2,"score":0.611207},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.6063052},{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.6012271},{"id":"https://openalex.org/C179717631","wikidata":"https://www.wikidata.org/wiki/Q2991667","display_name":"Multilayer perceptron","level":3,"score":0.58700454},{"id":"https://openalex.org/C204241405","wikidata":"https://www.wikidata.org/wiki/Q461499","display_name":"Transformation (genetics)","level":3,"score":0.5702047},{"id":"https://openalex.org/C83665646","wikidata":"https://www.wikidata.org/wiki/Q42139305","display_name":"Feature vector","level":2,"score":0.55223435},{"id":"https://openalex.org/C2780801425","wikidata":"https://www.wikidata.org/wiki/Q5164392","display_name":"Construct (python library)","level":2,"score":0.54705507},{"id":"https://openalex.org/C2779227376","wikidata":"https://www.wikidata.org/wiki/Q6505497","display_name":"Layer (electronics)","level":2,"score":0.4924272},{"id":"https://openalex.org/C177264268","wikidata":"https://www.wikidata.org/wiki/Q1514741","display_name":"Set (abstract data type)","level":2,"score":0.48103645},{"id":"https://openalex.org/C158622935","wikidata":"https://www.wikidata.org/wiki/Q660848","display_name":"Nonlinear system","level":2,"score":0.421436},{"id":"https://openalex.org/C121332964","wikidata":"https://www.wikidata.org/wiki/Q413","display_name":"Physics","level":0,"score":0.0},{"id":"https://openalex.org/C62520636","wikidata":"https://www.wikidata.org/wiki/Q944","display_name":"Quantum mechanics","level":1,"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/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/C185592680","wikidata":"https://www.wikidata.org/wiki/Q2329","display_name":"Chemistry","level":0,"score":0.0},{"id":"https://openalex.org/C178790620","wikidata":"https://www.wikidata.org/wiki/Q11351","display_name":"Organic chemistry","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/C199360897","wikidata":"https://www.wikidata.org/wiki/Q9143","display_name":"Programming language","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"is_oa":false,"landing_page_url":"https://doi.org/10.1145/2463372.2463502","pdf_url":null,"source":null,"license":null,"license_id":null,"version":null,"is_accepted":false,"is_published":false}],"best_oa_location":null,"sustainable_development_goals":[],"grants":[],"datasets":[],"versions":[],"referenced_works_count":35,"referenced_works":["https://openalex.org/W134994252","https://openalex.org/W1507483095","https://openalex.org/W1526146785","https://openalex.org/W1554663460","https://openalex.org/W1559956479","https://openalex.org/W1619226191","https://openalex.org/W198131981","https://openalex.org/W1993717606","https://openalex.org/W2005374071","https://openalex.org/W2026131661","https://openalex.org/W2032254677","https://openalex.org/W2040604977","https://openalex.org/W2065281378","https://openalex.org/W2097734546","https://openalex.org/W2097932601","https://openalex.org/W2102248717","https://openalex.org/W2103459159","https://openalex.org/W2110798204","https://openalex.org/W2113184189","https://openalex.org/W2124290836","https://openalex.org/W2135733427","https://openalex.org/W2136922672","https://openalex.org/W2140095548","https://openalex.org/W2156909104","https://openalex.org/W2159230","https://openalex.org/W2163539404","https://openalex.org/W2163729903","https://openalex.org/W2169945149","https://openalex.org/W2423288025","https://openalex.org/W2605998369","https://openalex.org/W3030985299","https://openalex.org/W3112073073","https://openalex.org/W3120740533","https://openalex.org/W4388297464","https://openalex.org/W55520436"],"related_works":["https://openalex.org/W89844371","https://openalex.org/W4387048144","https://openalex.org/W4286643620","https://openalex.org/W2523437662","https://openalex.org/W2492135063","https://openalex.org/W2362514456","https://openalex.org/W2136232598","https://openalex.org/W2085842814","https://openalex.org/W2076543106","https://openalex.org/W2019891950"],"abstract_inverted_index":{"We":[0],"use":[1],"neuroevolution":[2],"to":[3,19,39,82,104,118],"construct":[4],"nonlinear":[5],"transformation":[6],"functions":[7],"for":[8],"feature":[9,17],"construction":[10],"that":[11,33],"map":[12],"points":[13,85],"in":[14,76],"the":[15,25,42,54,65,87,90,119],"original":[16,91],"space":[18],"augmented":[20],"pattern":[21,92],"vectors":[22],"and":[23,52,101,109,112],"improve":[24],"performance":[26,88],"of":[27,44,56,64,106,114],"generic":[28],"classifiers.":[29],"Our":[30],"research":[31],"demonstrates":[32],"we":[34],"can":[35],"apply":[36],"evolutionary":[37],"algorithms":[38],"both":[40],"adapt":[41],"weights":[43],"a":[45,57,97],"fully":[46],"connected":[47],"standard":[48,120],"multi-layer":[49,59],"perceptron":[50,60],"(MLP),":[51],"optimize":[53],"topology":[55],"generalized":[58],"(GMLP).":[61],"The":[62,94],"evaluation":[63],"MLPs":[66],"on":[67,89],"four":[68],"commonly":[69],"used":[70],"data":[71],"sets":[72],"shows":[73],"an":[74],"improvement":[75],"classification":[77],"accuracy":[78,100],"ranging":[79],"from":[80],"4":[81],"13":[83],"percentage":[84],"over":[86],"set.":[93],"GMLPs":[95],"obtain":[96],"slightly":[98],"better":[99],"conserve":[102],"14%":[103],"54%":[105],"all":[107,115],"neurons":[108],"between":[110],"40%":[111],"89%":[113],"connections":[116],"compared":[117],"MLP.":[121]},"abstract_inverted_index_v3":null,"cited_by_api_url":"https://api.openalex.org/works?filter=cites:W2017587176","counts_by_year":[],"updated_date":"2025-02-01T18:48:28.830246","created_date":"2016-06-24"}