{"id":"https://openalex.org/W1980849842","doi":"https://doi.org/10.1080/08839519408945431","title":"CAN MACHINE LEARNING SOLVE MY PROBLEM?","display_name":"CAN MACHINE LEARNING SOLVE MY PROBLEM?","publication_year":1994,"publication_date":"1994-01-01","ids":{"openalex":"https://openalex.org/W1980849842","doi":"https://doi.org/10.1080/08839519408945431","mag":"1980849842"},"language":"en","primary_location":{"id":"doi:10.1080/08839519408945431","is_oa":false,"landing_page_url":"https://doi.org/10.1080/08839519408945431","pdf_url":null,"source":{"id":"https://openalex.org/S125501549","display_name":"Applied Artificial Intelligence","issn_l":"0883-9514","issn":["0883-9514","1087-6545"],"is_oa":false,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310320547","host_organization_name":"Taylor & Francis","host_organization_lineage":["https://openalex.org/P4310320547"],"host_organization_lineage_names":["Taylor & Francis"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Applied Artificial Intelligence","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","doaj"],"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/A5014318653","display_name":"Yves Kodratoff","orcid":null},"institutions":[{"id":"https://openalex.org/I1294671590","display_name":"Centre National de la Recherche Scientifique","ror":"https://ror.org/02feahw73","country_code":"FR","type":"funder","lineage":["https://openalex.org/I1294671590"]},{"id":"https://openalex.org/I204730241","display_name":"Universit\u00e9 Paris Cit\u00e9","ror":"https://ror.org/05f82e368","country_code":"FR","type":"education","lineage":["https://openalex.org/I204730241"]},{"id":"https://openalex.org/I4210144804","display_name":"Laboratoire de Recherche en Informatique","ror":"https://ror.org/04e3ktk27","country_code":"FR","type":"facility","lineage":["https://openalex.org/I102197404","https://openalex.org/I1294671590","https://openalex.org/I1326498283","https://openalex.org/I4210144804","https://openalex.org/I4210159245"]},{"id":"https://openalex.org/I102197404","display_name":"Universit\u00e9 Paris-Sud","ror":"https://ror.org/028rypz17","country_code":"FR","type":"education","lineage":["https://openalex.org/I102197404"]}],"countries":["FR"],"is_corresponding":true,"raw_author_name":"YVES KODRATOFF","raw_affiliation_strings":["Equipe Inf\u00e9rence et Apprentissage LRI (UA 410 du CNRS), Universite de Paris-Sud , Orsay, France"],"affiliations":[{"raw_affiliation_string":"Equipe Inf\u00e9rence et Apprentissage LRI (UA 410 du CNRS), Universite de Paris-Sud , Orsay, France","institution_ids":["https://openalex.org/I4210144804","https://openalex.org/I204730241","https://openalex.org/I102197404","https://openalex.org/I1294671590"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5105349013","display_name":"Vassilis Moustakis","orcid":"https://orcid.org/0000-0003-2916-6277"},"institutions":[{"id":"https://openalex.org/I55741626","display_name":"Technical University of Crete","ror":"https://ror.org/03f8bz564","country_code":"GR","type":"education","lineage":["https://openalex.org/I55741626"]},{"id":"https://openalex.org/I4210121775","display_name":"FORTH Institute of Computer Science","ror":"https://ror.org/02tf48g55","country_code":"GR","type":"facility","lineage":["https://openalex.org/I4210121775","https://openalex.org/I8901234"]}],"countries":["GR"],"is_corresponding":false,"raw_author_name":"VASSILIS MOUSTAKIS","raw_affiliation_strings":["Institute of Computer Science , Forth, Greece ; Department of Production and Management Engineering , Technical University of Crete , Greece","Department of Production and Management Engineering , Technical University of Crete , Greece","Institute of Computer Science , Forth, Greece"],"affiliations":[{"raw_affiliation_string":"Institute of Computer Science , Forth, Greece ; Department of Production and Management Engineering , Technical University of Crete , Greece","institution_ids":["https://openalex.org/I55741626"]},{"raw_affiliation_string":"Department of Production and Management Engineering , Technical University of Crete , Greece","institution_ids":["https://openalex.org/I55741626"]},{"raw_affiliation_string":"Institute of Computer Science , Forth, Greece","institution_ids":["https://openalex.org/I4210121775"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5055965858","display_name":"Nicolas Graner","orcid":null},"institutions":[{"id":"https://openalex.org/I204730241","display_name":"Universit\u00e9 Paris Cit\u00e9","ror":"https://ror.org/05f82e368","country_code":"FR","type":"education","lineage":["https://openalex.org/I204730241"]},{"id":"https://openalex.org/I195460627","display_name":"University of Aberdeen","ror":"https://ror.org/016476m91","country_code":"GB","type":"education","lineage":["https://openalex.org/I195460627"]},{"id":"https://openalex.org/I4210144804","display_name":"Laboratoire de Recherche en Informatique","ror":"https://ror.org/04e3ktk27","country_code":"FR","type":"facility","lineage":["https://openalex.org/I102197404","https://openalex.org/I1294671590","https://openalex.org/I1326498283","https://openalex.org/I4210144804","https://openalex.org/I4210159245"]},{"id":"https://openalex.org/I102197404","display_name":"Universit\u00e9 Paris-Sud","ror":"https://ror.org/028rypz17","country_code":"FR","type":"education","lineage":["https://openalex.org/I102197404"]}],"countries":["FR","GB"],"is_corresponding":false,"raw_author_name":"NICOLAS GRANER","raw_affiliation_strings":["Department of Computing Science , LRI, Universit\u00e9 de Paris-Sud and, University of Aberdeen , Scotland"],"affiliations":[{"raw_affiliation_string":"Department of Computing Science , LRI, Universit\u00e9 de Paris-Sud and, University of Aberdeen , Scotland","institution_ids":["https://openalex.org/I204730241","https://openalex.org/I195460627","https://openalex.org/I102197404","https://openalex.org/I4210144804"]}]}],"institutions":[],"countries_distinct_count":3,"institutions_distinct_count":3,"corresponding_author_ids":["https://openalex.org/A5014318653"],"corresponding_institution_ids":["https://openalex.org/I102197404","https://openalex.org/I1294671590","https://openalex.org/I204730241","https://openalex.org/I4210144804"],"apc_list":{"value":2195,"currency":"USD","value_usd":2195},"apc_paid":null,"fwci":5.9961,"has_fulltext":false,"cited_by_count":20,"citation_normalized_percentile":{"value":0.9609209,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":89,"max":95},"biblio":{"volume":"8","issue":"1","first_page":"1","last_page":"31"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T12535","display_name":"Machine Learning and Data Classification","score":0.9962999820709229,"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/T12535","display_name":"Machine Learning and Data Classification","score":0.9962999820709229,"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/T10906","display_name":"AI-based Problem Solving and Planning","score":0.994700014591217,"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/T10538","display_name":"Data Mining Algorithms and Applications","score":0.9939000010490417,"subfield":{"id":"https://openalex.org/subfields/1710","display_name":"Information Systems"},"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/computer-science","display_name":"Computer science","score":0.9080912470817566},{"id":"https://openalex.org/keywords/toolbox","display_name":"Toolbox","score":0.8010101914405823},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.6860926151275635},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.6186411380767822},{"id":"https://openalex.org/keywords/domain","display_name":"Domain (mathematical analysis)","score":0.5393826961517334},{"id":"https://openalex.org/keywords/set","display_name":"Set (abstract data type)","score":0.5301547646522522},{"id":"https://openalex.org/keywords/selection","display_name":"Selection (genetic algorithm)","score":0.46796542406082153},{"id":"https://openalex.org/keywords/instance-based-learning","display_name":"Instance-based learning","score":0.43900972604751587},{"id":"https://openalex.org/keywords/active-learning","display_name":"Active learning (machine learning)","score":0.43796271085739136},{"id":"https://openalex.org/keywords/domain-knowledge","display_name":"Domain knowledge","score":0.41181063652038574},{"id":"https://openalex.org/keywords/human\u2013computer-interaction","display_name":"Human\u2013computer interaction","score":0.341945081949234},{"id":"https://openalex.org/keywords/programming-language","display_name":"Programming language","score":0.08139467239379883}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.9080912470817566},{"id":"https://openalex.org/C2777655017","wikidata":"https://www.wikidata.org/wiki/Q1501161","display_name":"Toolbox","level":2,"score":0.8010101914405823},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.6860926151275635},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.6186411380767822},{"id":"https://openalex.org/C36503486","wikidata":"https://www.wikidata.org/wiki/Q11235244","display_name":"Domain (mathematical analysis)","level":2,"score":0.5393826961517334},{"id":"https://openalex.org/C177264268","wikidata":"https://www.wikidata.org/wiki/Q1514741","display_name":"Set (abstract data type)","level":2,"score":0.5301547646522522},{"id":"https://openalex.org/C81917197","wikidata":"https://www.wikidata.org/wiki/Q628760","display_name":"Selection (genetic algorithm)","level":2,"score":0.46796542406082153},{"id":"https://openalex.org/C24138899","wikidata":"https://www.wikidata.org/wiki/Q17141258","display_name":"Instance-based learning","level":3,"score":0.43900972604751587},{"id":"https://openalex.org/C77967617","wikidata":"https://www.wikidata.org/wiki/Q4677561","display_name":"Active learning (machine learning)","level":2,"score":0.43796271085739136},{"id":"https://openalex.org/C207685749","wikidata":"https://www.wikidata.org/wiki/Q2088941","display_name":"Domain knowledge","level":2,"score":0.41181063652038574},{"id":"https://openalex.org/C107457646","wikidata":"https://www.wikidata.org/wiki/Q207434","display_name":"Human\u2013computer interaction","level":1,"score":0.341945081949234},{"id":"https://openalex.org/C199360897","wikidata":"https://www.wikidata.org/wiki/Q9143","display_name":"Programming language","level":1,"score":0.08139467239379883},{"id":"https://openalex.org/C134306372","wikidata":"https://www.wikidata.org/wiki/Q7754","display_name":"Mathematical analysis","level":1,"score":0.0},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1080/08839519408945431","is_oa":false,"landing_page_url":"https://doi.org/10.1080/08839519408945431","pdf_url":null,"source":{"id":"https://openalex.org/S125501549","display_name":"Applied Artificial Intelligence","issn_l":"0883-9514","issn":["0883-9514","1087-6545"],"is_oa":false,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310320547","host_organization_name":"Taylor & Francis","host_organization_lineage":["https://openalex.org/P4310320547"],"host_organization_lineage_names":["Taylor & Francis"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Applied Artificial Intelligence","raw_type":"journal-article"}],"best_oa_location":null,"sustainable_development_goals":[{"score":0.6600000262260437,"id":"https://metadata.un.org/sdg/4","display_name":"Quality Education"}],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":108,"referenced_works":["https://openalex.org/W3185548","https://openalex.org/W10678874","https://openalex.org/W13685231","https://openalex.org/W41586400","https://openalex.org/W42468102","https://openalex.org/W67311682","https://openalex.org/W83160502","https://openalex.org/W84749793","https://openalex.org/W160356968","https://openalex.org/W223763128","https://openalex.org/W579386164","https://openalex.org/W1485866154","https://openalex.org/W1490425674","https://openalex.org/W1493648225","https://openalex.org/W1504694836","https://openalex.org/W1506152736","https://openalex.org/W1510644453","https://openalex.org/W1520788095","https://openalex.org/W1527883571","https://openalex.org/W1528368796","https://openalex.org/W1528915954","https://openalex.org/W1531743498","https://openalex.org/W1536643667","https://openalex.org/W1553133723","https://openalex.org/W1553395870","https://openalex.org/W1558733760","https://openalex.org/W1562335061","https://openalex.org/W1567176649","https://openalex.org/W1572555258","https://openalex.org/W1584424063","https://openalex.org/W1585820810","https://openalex.org/W1587610203","https://openalex.org/W1589187426","https://openalex.org/W1590185476","https://openalex.org/W1591425412","https://openalex.org/W1594031697","https://openalex.org/W1596324102","https://openalex.org/W1597910678","https://openalex.org/W1605844890","https://openalex.org/W1608168306","https://openalex.org/W1660169816","https://openalex.org/W1799165129","https://openalex.org/W1868364769","https://openalex.org/W1927345150","https://openalex.org/W1931792391","https://openalex.org/W1933680902","https://openalex.org/W1969223365","https://openalex.org/W1970406594","https://openalex.org/W1975420837","https://openalex.org/W1979923127","https://openalex.org/W1980316809","https://openalex.org/W1985624473","https://openalex.org/W1987799819","https://openalex.org/W1988757393","https://openalex.org/W1990178492","https://openalex.org/W1999011285","https://openalex.org/W1999138184","https://openalex.org/W2009623327","https://openalex.org/W2015624925","https://openalex.org/W2017426411","https://openalex.org/W2024868117","https://openalex.org/W2032427901","https://openalex.org/W2038228418","https://openalex.org/W2039040248","https://openalex.org/W2039651682","https://openalex.org/W2041404167","https://openalex.org/W2041706743","https://openalex.org/W2044998449","https://openalex.org/W2050547330","https://openalex.org/W2060483696","https://openalex.org/W2061867426","https://openalex.org/W2062126323","https://openalex.org/W2073308541","https://openalex.org/W2075038844","https://openalex.org/W2083208676","https://openalex.org/W2083842437","https://openalex.org/W2088777431","https://openalex.org/W2093994583","https://openalex.org/W2101602574","https://openalex.org/W2102491957","https://openalex.org/W2110414574","https://openalex.org/W2112529578","https://openalex.org/W2112841646","https://openalex.org/W2120227148","https://openalex.org/W2129576281","https://openalex.org/W2136000097","https://openalex.org/W2146424733","https://openalex.org/W2146600388","https://openalex.org/W2149706766","https://openalex.org/W2176028050","https://openalex.org/W2181250948","https://openalex.org/W2189004000","https://openalex.org/W2316166351","https://openalex.org/W2335322260","https://openalex.org/W2342203353","https://openalex.org/W2479166836","https://openalex.org/W2484153108","https://openalex.org/W2520858206","https://openalex.org/W2571083108","https://openalex.org/W2750706139","https://openalex.org/W2951251545","https://openalex.org/W2988864014","https://openalex.org/W2993383518","https://openalex.org/W3085162807","https://openalex.org/W3161178760","https://openalex.org/W4238315628","https://openalex.org/W4248135271","https://openalex.org/W4255259582"],"related_works":["https://openalex.org/W1583422155","https://openalex.org/W184546935","https://openalex.org/W146740654","https://openalex.org/W3213252596","https://openalex.org/W1649619740","https://openalex.org/W1534006406","https://openalex.org/W2131495543","https://openalex.org/W2037866349","https://openalex.org/W2021806873","https://openalex.org/W3179999069"],"abstract_inverted_index":{"An":[0],"important":[1],"issue":[2],"to":[3,9,56],"consider":[4],"when":[5],"applying":[6],"machine":[7,54],"learning":[8,19,69],"real":[10],"world":[11],"problems":[12],"is":[13],"the":[14,22,33,85,93,104],"selection":[15],"of":[16,25,41,53,68,77,84],"an":[17],"appropriate":[18],"tool":[20,60],"from":[21],"large":[23],"set":[24,40],"available":[26,96],"techniques.":[27],"Building":[28],"on":[29,74,82],"our":[30],"experience":[31],"with":[32,48],"Machine":[34],"Learning":[35],"Toolbox,":[36],"we":[37],"propose":[38],"a":[39,45,58],"taxonomies":[42],"that":[43,87],"allow":[44],"domain":[46],"expert,":[47],"little":[49],"or":[50],"no":[51],"knowledge":[52],"learning,":[55],"choose":[57],"suitable":[59],"for":[61],"his":[62],"particular":[63],"application.":[64],"Unlike":[65],"previous":[66],"classifications":[67],"systems,":[70,79],"which":[71],"were":[72],"based":[73],"technical":[75],"characteristics":[76],"these":[78],"ours":[80],"relies":[81],"features":[83],"applications":[86],"can":[88],"be":[89],"solved,":[90],"such":[91],"as":[92],"user's":[94],"goal,":[95],"data":[97],"and":[98,101,106],"background":[99],"knowledge,":[100],"interaction":[102],"between":[103],"system":[105],"its":[107],"user.":[108]},"counts_by_year":[{"year":2025,"cited_by_count":1},{"year":2019,"cited_by_count":1},{"year":2018,"cited_by_count":1},{"year":2014,"cited_by_count":1}],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}