{"id":"https://openalex.org/W3003585534","doi":"https://doi.org/10.1017/s0890060420000037","title":"Using evolutionary algorithms to select text features for mining design rationale","display_name":"Using evolutionary algorithms to select text features for mining design rationale","publication_year":2020,"publication_date":"2020-01-30","ids":{"openalex":"https://openalex.org/W3003585534","doi":"https://doi.org/10.1017/s0890060420000037","mag":"3003585534"},"language":"en","primary_location":{"id":"doi:10.1017/s0890060420000037","is_oa":false,"landing_page_url":"https://doi.org/10.1017/s0890060420000037","pdf_url":null,"source":{"id":"https://openalex.org/S4210193102","display_name":"Artificial intelligence for engineering design analysis and manufacturing","issn_l":"0890-0604","issn":["0890-0604","1469-1760"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310311721","host_organization_name":"Cambridge University Press","host_organization_lineage":["https://openalex.org/P4310311721","https://openalex.org/P4310311702"],"host_organization_lineage_names":["Cambridge University Press","University of Cambridge"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Artificial Intelligence for Engineering Design, Analysis and Manufacturing","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/A5015353557","display_name":"Miriam Lester","orcid":null},"institutions":[{"id":"https://openalex.org/I100538780","display_name":"Wesleyan University","ror":"https://ror.org/05h7xva58","country_code":"US","type":"education","lineage":["https://openalex.org/I100538780"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Miriam Lester","raw_affiliation_strings":["Department of Mathematics and Computer Science, Wesleyan University, Middletown, CT, USA"],"affiliations":[{"raw_affiliation_string":"Department of Mathematics and Computer Science, Wesleyan University, Middletown, CT, USA","institution_ids":["https://openalex.org/I100538780"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5102014120","display_name":"Miguel Guerrero","orcid":"https://orcid.org/0000-0002-7770-2911"},"institutions":[{"id":"https://openalex.org/I189774192","display_name":"Colorado College","ror":"https://ror.org/03tg3h819","country_code":"US","type":"education","lineage":["https://openalex.org/I189774192"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Miguel Guerrero","raw_affiliation_strings":["Department of Mathematics and Computer Science, Colorado College, Colorado Springs, CO, USA"],"affiliations":[{"raw_affiliation_string":"Department of Mathematics and Computer Science, Colorado College, Colorado Springs, CO, USA","institution_ids":["https://openalex.org/I189774192"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5021501207","display_name":"Janet E. Burge","orcid":"https://orcid.org/0000-0003-0842-4185"},"institutions":[{"id":"https://openalex.org/I189774192","display_name":"Colorado College","ror":"https://ror.org/03tg3h819","country_code":"US","type":"education","lineage":["https://openalex.org/I189774192"]}],"countries":["US"],"is_corresponding":true,"raw_author_name":"Janet Burge","raw_affiliation_strings":["Department of Mathematics and Computer Science, Colorado College, Colorado Springs, CO, USA"],"affiliations":[{"raw_affiliation_string":"Department of Mathematics and Computer Science, Colorado College, Colorado Springs, CO, USA","institution_ids":["https://openalex.org/I189774192"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":3,"corresponding_author_ids":["https://openalex.org/A5021501207"],"corresponding_institution_ids":["https://openalex.org/I189774192"],"apc_list":null,"apc_paid":null,"fwci":1.8683,"has_fulltext":false,"cited_by_count":9,"citation_normalized_percentile":{"value":0.88732125,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":89,"max":97},"biblio":{"volume":"34","issue":"2","first_page":"132","last_page":"146"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10260","display_name":"Software Engineering Research","score":0.9994999766349792,"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"}},"topics":[{"id":"https://openalex.org/T10260","display_name":"Software Engineering Research","score":0.9994999766349792,"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"}},{"id":"https://openalex.org/T10430","display_name":"Software Engineering Techniques and Practices","score":0.9652000069618225,"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"}},{"id":"https://openalex.org/T13083","display_name":"Advanced Text Analysis Techniques","score":0.9495000243186951,"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/computer-science","display_name":"Computer science","score":0.7447123527526855},{"id":"https://openalex.org/keywords/artifact","display_name":"Artifact (error)","score":0.6496906280517578},{"id":"https://openalex.org/keywords/feature-selection","display_name":"Feature selection","score":0.5887341499328613},{"id":"https://openalex.org/keywords/feature","display_name":"Feature (linguistics)","score":0.5683695077896118},{"id":"https://openalex.org/keywords/set","display_name":"Set (abstract data type)","score":0.5455198287963867},{"id":"https://openalex.org/keywords/process","display_name":"Process (computing)","score":0.5433436632156372},{"id":"https://openalex.org/keywords/selection","display_name":"Selection (genetic algorithm)","score":0.5020737648010254},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.5020449161529541},{"id":"https://openalex.org/keywords/ant-colony-optimization-algorithms","display_name":"Ant colony optimization algorithms","score":0.49523869156837463},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.47149986028671265},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.4329760670661926},{"id":"https://openalex.org/keywords/programming-language","display_name":"Programming language","score":0.07883420586585999}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7447123527526855},{"id":"https://openalex.org/C2779010991","wikidata":"https://www.wikidata.org/wiki/Q2720909","display_name":"Artifact (error)","level":2,"score":0.6496906280517578},{"id":"https://openalex.org/C148483581","wikidata":"https://www.wikidata.org/wiki/Q446488","display_name":"Feature selection","level":2,"score":0.5887341499328613},{"id":"https://openalex.org/C2776401178","wikidata":"https://www.wikidata.org/wiki/Q12050496","display_name":"Feature (linguistics)","level":2,"score":0.5683695077896118},{"id":"https://openalex.org/C177264268","wikidata":"https://www.wikidata.org/wiki/Q1514741","display_name":"Set (abstract data type)","level":2,"score":0.5455198287963867},{"id":"https://openalex.org/C98045186","wikidata":"https://www.wikidata.org/wiki/Q205663","display_name":"Process (computing)","level":2,"score":0.5433436632156372},{"id":"https://openalex.org/C81917197","wikidata":"https://www.wikidata.org/wiki/Q628760","display_name":"Selection (genetic algorithm)","level":2,"score":0.5020737648010254},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.5020449161529541},{"id":"https://openalex.org/C40128228","wikidata":"https://www.wikidata.org/wiki/Q460851","display_name":"Ant colony optimization algorithms","level":2,"score":0.49523869156837463},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.47149986028671265},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.4329760670661926},{"id":"https://openalex.org/C199360897","wikidata":"https://www.wikidata.org/wiki/Q9143","display_name":"Programming language","level":1,"score":0.07883420586585999},{"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}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1017/s0890060420000037","is_oa":false,"landing_page_url":"https://doi.org/10.1017/s0890060420000037","pdf_url":null,"source":{"id":"https://openalex.org/S4210193102","display_name":"Artificial intelligence for engineering design analysis and manufacturing","issn_l":"0890-0604","issn":["0890-0604","1469-1760"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310311721","host_organization_name":"Cambridge University Press","host_organization_lineage":["https://openalex.org/P4310311721","https://openalex.org/P4310311702"],"host_organization_lineage_names":["Cambridge University Press","University of Cambridge"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Artificial Intelligence for Engineering Design, Analysis and Manufacturing","raw_type":"journal-article"}],"best_oa_location":null,"sustainable_development_goals":[{"display_name":"Peace, Justice and strong institutions","score":0.8199999928474426,"id":"https://metadata.un.org/sdg/16"}],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":62,"referenced_works":["https://openalex.org/W79139011","https://openalex.org/W135833633","https://openalex.org/W185651903","https://openalex.org/W1408536914","https://openalex.org/W1492176525","https://openalex.org/W1492640216","https://openalex.org/W1503619557","https://openalex.org/W1515598480","https://openalex.org/W1545669252","https://openalex.org/W1573676079","https://openalex.org/W1580022276","https://openalex.org/W1588350626","https://openalex.org/W1632114991","https://openalex.org/W1659842140","https://openalex.org/W1674834782","https://openalex.org/W1701067754","https://openalex.org/W1977155386","https://openalex.org/W1981526326","https://openalex.org/W2017337590","https://openalex.org/W2018580026","https://openalex.org/W2034927516","https://openalex.org/W2051051963","https://openalex.org/W2052334538","https://openalex.org/W2055037429","https://openalex.org/W2062161413","https://openalex.org/W2066636486","https://openalex.org/W2068431618","https://openalex.org/W2074617419","https://openalex.org/W2076166325","https://openalex.org/W2077347969","https://openalex.org/W2078732543","https://openalex.org/W2079156513","https://openalex.org/W2089748653","https://openalex.org/W2090070768","https://openalex.org/W2094572325","https://openalex.org/W2099016507","https://openalex.org/W2099317661","https://openalex.org/W2107941094","https://openalex.org/W2109570140","https://openalex.org/W2111421486","https://openalex.org/W2115053229","https://openalex.org/W2124253297","https://openalex.org/W2126583902","https://openalex.org/W2129087381","https://openalex.org/W2136222411","https://openalex.org/W2143884079","https://openalex.org/W2144232471","https://openalex.org/W2167540025","https://openalex.org/W2239026599","https://openalex.org/W2251099519","https://openalex.org/W2565373070","https://openalex.org/W2728819519","https://openalex.org/W2795506204","https://openalex.org/W2795736498","https://openalex.org/W2910763091","https://openalex.org/W2911001028","https://openalex.org/W3023540311","https://openalex.org/W3151927209","https://openalex.org/W4299796063","https://openalex.org/W6636649193","https://openalex.org/W6637563998","https://openalex.org/W6689911944"],"related_works":["https://openalex.org/W2961085424","https://openalex.org/W4306674287","https://openalex.org/W2003734918","https://openalex.org/W4293525103","https://openalex.org/W3200179079","https://openalex.org/W3163334550","https://openalex.org/W3087493185","https://openalex.org/W2365235223","https://openalex.org/W2385578008","https://openalex.org/W2615679974"],"abstract_inverted_index":{"Abstract":[0],"At":[1],"its":[2],"heart,":[3],"design":[4,19,64,85],"is":[5,47,52,59,92,99,118],"a":[6,30,97],"decision-making":[7],"process.":[8],"These":[9],"decisions,":[10],"and":[11,65,84,133],"the":[12,18,23,34,37,41,156],"reasons":[13],"for":[14,22,139],"making":[15],"them,":[16],"comprise":[17],"rationale":[20,76],"(DR)":[21],"designed":[24],"artifact.":[25],"If":[26],"available,":[27],"DR":[28],"provides":[29],"comprehensive":[31],"record":[32],"of":[33,142],"reasoning":[35],"behind":[36],"decisions":[38],"made":[39],"during":[40],"design.":[42],"Unfortunately,":[43],"while":[44],"this":[45,69],"information":[46],"potentially":[48],"quite":[49],"valuable,":[50],"it":[51,58],"usually":[53],"not":[54],"explicitly":[55],"captured.":[56],"Instead,":[57],"often":[60],"buried":[61],"in":[62],"other":[63],"development":[66],"artifacts.":[67],"In":[68],"paper,":[70],"we":[71,90],"study":[72],"how":[73],"to":[74,101,105,114,125],"identify":[75],"from":[77],"text":[78,94],"documents,":[79],"specifically":[80],"software":[81],"bug":[82],"reports":[83],"discussion":[86],"transcripts.":[87],"The":[88],"method":[89],"examined":[91],"statistical":[93],"mining":[95],"where":[96],"model":[98],"built":[100,145,153],"use":[102],"document":[103,157],"features":[104,110],"classify":[106],"sentences.":[107],"Choosing":[108],"which":[109],"are":[111],"most":[112],"likely":[113],"be":[115],"good":[116],"predictors":[117],"important.":[119],"We":[120,136],"studied":[121],"two":[122],"evolutionary":[123],"algorithms":[124],"optimize":[126],"feature":[127,149],"selection":[128],"\u2013":[129],"ant":[130],"colony":[131],"optimization":[132],"genetic":[134],"algorithms.":[135],"found":[137],"that":[138],"many":[140],"types":[141],"rationale,":[143],"models":[144],"with":[146],"an":[147],"optimized":[148],"set":[150],"outperformed":[151],"those":[152],"using":[154],"all":[155],"features.":[158]},"counts_by_year":[{"year":2024,"cited_by_count":2},{"year":2023,"cited_by_count":2},{"year":2022,"cited_by_count":4},{"year":2021,"cited_by_count":1}],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}