{"id":"https://openalex.org/W2337776814","doi":"https://doi.org/10.1007/s13748-016-0092-2","title":"Data mining for software engineering and humans in the loop","display_name":"Data mining for software engineering and humans in the loop","publication_year":2016,"publication_date":"2016-04-16","ids":{"openalex":"https://openalex.org/W2337776814","doi":"https://doi.org/10.1007/s13748-016-0092-2","mag":"2337776814"},"language":"en","primary_location":{"id":"doi:10.1007/s13748-016-0092-2","is_oa":true,"landing_page_url":"https://doi.org/10.1007/s13748-016-0092-2","pdf_url":"https://link.springer.com/content/pdf/10.1007/s13748-016-0092-2.pdf","source":{"id":"https://openalex.org/S2480581173","display_name":"Progress in Artificial Intelligence","issn_l":"2192-6352","issn":["2192-6352","2192-6360"],"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":"Progress in Artificial Intelligence","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/s13748-016-0092-2.pdf","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5064089961","display_name":"Leandro L. Minku","orcid":"https://orcid.org/0000-0002-2639-0671"},"institutions":[{"id":"https://openalex.org/I153648349","display_name":"University of Leicester","ror":"https://ror.org/04h699437","country_code":"GB","type":"education","lineage":["https://openalex.org/I153648349"]}],"countries":["GB"],"is_corresponding":true,"raw_author_name":"Leandro L. Minku","raw_affiliation_strings":["Department of Computer Science, University of Leicester, Leicester, LE1 7RH, UK"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Computer Science, University of Leicester, Leicester, LE1 7RH, UK","institution_ids":["https://openalex.org/I153648349"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5103878525","display_name":"Em\u00edlia Mendes","orcid":null},"institutions":[{"id":"https://openalex.org/I52719799","display_name":"Blekinge Institute of Technology","ror":"https://ror.org/0093a8w51","country_code":"SE","type":"education","lineage":["https://openalex.org/I52719799"]}],"countries":["SE"],"is_corresponding":false,"raw_author_name":"Emilia Mendes","raw_affiliation_strings":["Blekinge Institute Technology, 371 79, Karlskrona, Sweden"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Blekinge Institute Technology, 371 79, Karlskrona, Sweden","institution_ids":["https://openalex.org/I52719799"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5044710601","display_name":"Burak Turhan","orcid":"https://orcid.org/0000-0003-1511-2163"},"institutions":[{"id":"https://openalex.org/I98381234","display_name":"University of Oulu","ror":"https://ror.org/03yj89h83","country_code":"FI","type":"education","lineage":["https://openalex.org/I98381234"]}],"countries":["FI"],"is_corresponding":false,"raw_author_name":"Burak Turhan","raw_affiliation_strings":["Department of Information Processing Science, University of Oulu, POB.3000, 90014, Oulu, Finland"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Information Processing Science, University of Oulu, POB.3000, 90014, Oulu, Finland","institution_ids":["https://openalex.org/I98381234"]}]}],"institutions":[],"countries_distinct_count":3,"institutions_distinct_count":3,"corresponding_author_ids":["https://openalex.org/A5064089961"],"corresponding_institution_ids":["https://openalex.org/I153648349"],"apc_list":{"value":2190,"currency":"EUR","value_usd":2780},"apc_paid":{"value":2190,"currency":"EUR","value_usd":2780},"fwci":9.091,"has_fulltext":true,"cited_by_count":30,"citation_normalized_percentile":{"value":0.97420968,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":89,"max":98},"biblio":{"volume":"5","issue":"4","first_page":"307","last_page":"314"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10260","display_name":"Software Engineering Research","score":1.0,"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":1.0,"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":0.9994999766349792,"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/T12423","display_name":"Software Reliability and Analysis Research","score":0.9987999796867371,"subfield":{"id":"https://openalex.org/subfields/1712","display_name":"Software"},"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":0.6332412958145142},{"id":"https://openalex.org/keywords/social-software-engineering","display_name":"Social software engineering","score":0.5588274002075195},{"id":"https://openalex.org/keywords/software-engineering-process-group","display_name":"Software Engineering Process Group","score":0.5585362911224365},{"id":"https://openalex.org/keywords/software-analytics","display_name":"Software analytics","score":0.5480279922485352},{"id":"https://openalex.org/keywords/data-science","display_name":"Data science","score":0.5362910628318787},{"id":"https://openalex.org/keywords/software-development","display_name":"Software development","score":0.5089597702026367},{"id":"https://openalex.org/keywords/software","display_name":"Software","score":0.48150357604026794},{"id":"https://openalex.org/keywords/software-requirements","display_name":"Software requirements","score":0.44176119565963745},{"id":"https://openalex.org/keywords/software-mining","display_name":"Software mining","score":0.4288646876811981},{"id":"https://openalex.org/keywords/software-engineering","display_name":"Software engineering","score":0.42407840490341187},{"id":"https://openalex.org/keywords/field","display_name":"Field (mathematics)","score":0.41523343324661255},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.40279421210289},{"id":"https://openalex.org/keywords/software-construction","display_name":"Software construction","score":0.39203450083732605}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6332412958145142},{"id":"https://openalex.org/C182500959","wikidata":"https://www.wikidata.org/wiki/Q7551380","display_name":"Social software engineering","level":5,"score":0.5588274002075195},{"id":"https://openalex.org/C44416564","wikidata":"https://www.wikidata.org/wiki/Q7554199","display_name":"Software Engineering Process Group","level":5,"score":0.5585362911224365},{"id":"https://openalex.org/C171981572","wikidata":"https://www.wikidata.org/wiki/Q7554239","display_name":"Software analytics","level":5,"score":0.5480279922485352},{"id":"https://openalex.org/C2522767166","wikidata":"https://www.wikidata.org/wiki/Q2374463","display_name":"Data science","level":1,"score":0.5362910628318787},{"id":"https://openalex.org/C529173508","wikidata":"https://www.wikidata.org/wiki/Q638608","display_name":"Software development","level":3,"score":0.5089597702026367},{"id":"https://openalex.org/C2777904410","wikidata":"https://www.wikidata.org/wiki/Q7397","display_name":"Software","level":2,"score":0.48150357604026794},{"id":"https://openalex.org/C54534927","wikidata":"https://www.wikidata.org/wiki/Q4462275","display_name":"Software requirements","level":5,"score":0.44176119565963745},{"id":"https://openalex.org/C103520596","wikidata":"https://www.wikidata.org/wiki/Q7554328","display_name":"Software mining","level":5,"score":0.4288646876811981},{"id":"https://openalex.org/C115903868","wikidata":"https://www.wikidata.org/wiki/Q80993","display_name":"Software engineering","level":1,"score":0.42407840490341187},{"id":"https://openalex.org/C9652623","wikidata":"https://www.wikidata.org/wiki/Q190109","display_name":"Field (mathematics)","level":2,"score":0.41523343324661255},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.40279421210289},{"id":"https://openalex.org/C186846655","wikidata":"https://www.wikidata.org/wiki/Q3398377","display_name":"Software construction","level":4,"score":0.39203450083732605},{"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/C202444582","wikidata":"https://www.wikidata.org/wiki/Q837863","display_name":"Pure mathematics","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":6,"locations":[{"id":"doi:10.1007/s13748-016-0092-2","is_oa":true,"landing_page_url":"https://doi.org/10.1007/s13748-016-0092-2","pdf_url":"https://link.springer.com/content/pdf/10.1007/s13748-016-0092-2.pdf","source":{"id":"https://openalex.org/S2480581173","display_name":"Progress in Artificial Intelligence","issn_l":"2192-6352","issn":["2192-6352","2192-6360"],"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":"Progress in Artificial Intelligence","raw_type":"journal-article"},{"id":"pmh:oai:figshare.com:article/10144895","is_oa":true,"landing_page_url":"https://figshare.com/articles/journal_contribution/Data_Mining_for_Software_Engineering_and_Humans_in_the_Loop/10144895","pdf_url":null,"source":{"id":"https://openalex.org/S4306402621","display_name":"INDIGO (University of Illinois at Chicago)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I39422238","host_organization_name":"University of Illinois Chicago","host_organization_lineage":["https://openalex.org/I39422238"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"","raw_type":"Text"},{"id":"pmh:oai:lra.le.ac.uk:2381/37102","is_oa":true,"landing_page_url":"http://hdl.handle.net/2381/37102","pdf_url":null,"source":{"id":"https://openalex.org/S4306402365","display_name":"Leicester Research Archive (University of Leicester)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I153648349","host_organization_name":"University of Leicester","host_organization_lineage":["https://openalex.org/I153648349"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"","raw_type":"Journal Article"},{"id":"pmh:oai:pure.atira.dk:Publications/32742e86-f940-4d13-8e48-dbeddb91ab83","is_oa":false,"landing_page_url":null,"pdf_url":null,"source":{"id":"https://openalex.org/S4306402634","display_name":"University of Birmingham Research Portal (University of Birmingham)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I79619799","host_organization_name":"University of Birmingham","host_organization_lineage":["https://openalex.org/I79619799"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"","raw_type":""},{"id":"pmh:oai:pure.atira.dk:openaire_cris_publications/32742e86-f940-4d13-8e48-dbeddb91ab83","is_oa":true,"landing_page_url":"https://research.birmingham.ac.uk/en/publications/32742e86-f940-4d13-8e48-dbeddb91ab83","pdf_url":null,"source":{"id":"https://openalex.org/S4306402634","display_name":"University of Birmingham Research Portal (University of Birmingham)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I79619799","host_organization_name":"University of Birmingham","host_organization_lineage":["https://openalex.org/I79619799"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"MINKU, L L, MENDES, E & TURHAN, B 2016, 'Data mining for software engineering and humans in the loop', Progress in Artificial Intelligence , vol. 5, no. 4, pp. 307-314. https://doi.org/10.1007/s13748-016-0092-2","raw_type":"article"},{"id":"pmh:oai:pure.atira.dk:publications/32742e86-f940-4d13-8e48-dbeddb91ab83","is_oa":true,"landing_page_url":"https://link.springer.com/article/10.1007%2Fs13748-016-0092-2","pdf_url":null,"source":{"id":"https://openalex.org/S4306402634","display_name":"University of Birmingham Research Portal (University of Birmingham)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I79619799","host_organization_name":"University of Birmingham","host_organization_lineage":["https://openalex.org/I79619799"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"","raw_type":""}],"best_oa_location":{"id":"doi:10.1007/s13748-016-0092-2","is_oa":true,"landing_page_url":"https://doi.org/10.1007/s13748-016-0092-2","pdf_url":"https://link.springer.com/content/pdf/10.1007/s13748-016-0092-2.pdf","source":{"id":"https://openalex.org/S2480581173","display_name":"Progress in Artificial Intelligence","issn_l":"2192-6352","issn":["2192-6352","2192-6360"],"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":"Progress in Artificial Intelligence","raw_type":"journal-article"},"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"grobid_xml":true,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W2337776814.pdf","grobid_xml":"https://content.openalex.org/works/W2337776814.grobid-xml"},"referenced_works_count":58,"referenced_works":["https://openalex.org/W168970045","https://openalex.org/W872215992","https://openalex.org/W1965441902","https://openalex.org/W1965814439","https://openalex.org/W1969319425","https://openalex.org/W1970660793","https://openalex.org/W1986683951","https://openalex.org/W1986736724","https://openalex.org/W1994410397","https://openalex.org/W1997406557","https://openalex.org/W2000642745","https://openalex.org/W2001851943","https://openalex.org/W2005495079","https://openalex.org/W2007705030","https://openalex.org/W2008233099","https://openalex.org/W2012802231","https://openalex.org/W2025700486","https://openalex.org/W2029867649","https://openalex.org/W2032375313","https://openalex.org/W2034357196","https://openalex.org/W2036419892","https://openalex.org/W2044467713","https://openalex.org/W2046830558","https://openalex.org/W2068816944","https://openalex.org/W2070567333","https://openalex.org/W2090853796","https://openalex.org/W2091235628","https://openalex.org/W2100945416","https://openalex.org/W2101227285","https://openalex.org/W2102899008","https://openalex.org/W2108755911","https://openalex.org/W2110431240","https://openalex.org/W2126510745","https://openalex.org/W2131378644","https://openalex.org/W2135452472","https://openalex.org/W2143637886","https://openalex.org/W2143653901","https://openalex.org/W2147386665","https://openalex.org/W2150874999","https://openalex.org/W2151511199","https://openalex.org/W2151666086","https://openalex.org/W2154941560","https://openalex.org/W2160928200","https://openalex.org/W2160958420","https://openalex.org/W2162739315","https://openalex.org/W2171202295","https://openalex.org/W2171816001","https://openalex.org/W2281600604","https://openalex.org/W2287291913","https://openalex.org/W2348136092","https://openalex.org/W2367798545","https://openalex.org/W2499806419","https://openalex.org/W3107380002","https://openalex.org/W3139645615","https://openalex.org/W3141989311","https://openalex.org/W3143822685","https://openalex.org/W3160379268","https://openalex.org/W4214482663"],"related_works":["https://openalex.org/W2120376006","https://openalex.org/W4383428648","https://openalex.org/W1892703945","https://openalex.org/W2581854602","https://openalex.org/W1489185320","https://openalex.org/W7407330","https://openalex.org/W1516559510","https://openalex.org/W2889221415","https://openalex.org/W2541523317","https://openalex.org/W2071786809"],"abstract_inverted_index":{"The":[0],"field":[1,16],"of":[2,22,66,71,83,108,110,117,134,137,162,182,202],"data":[3,23,43,77,84,101,118,143,164],"mining":[4,24,78,85,102,119,144,165],"for":[5],"software":[6,33,37,46,54,72,87,121,138,179],"engineering":[7,34,47,73,88,122,139],"has":[8],"been":[9],"growing":[10],"over":[11],"the":[12,20,69,76,92,106,115,135,160,183,189,200],"last":[13],"decade.":[14],"This":[15,80],"is":[17,62,97,173],"concerned":[18],"with":[19,105],"use":[21],"to":[25,31,155,177],"provide":[26,194],"useful":[27],"insights":[28],"into":[29],"how":[30],"improve":[32,188],"processes":[35,48],"and":[36,49,52,205],"itself,":[38],"supporting":[39],"decision-making.":[40],"For":[41],"that,":[42],"produced":[44],"by":[45,86,100,120],"products":[50],"during":[51],"after":[53],"development":[55],"are":[56],"used.":[57],"Despite":[58],"promising":[59],"results,":[60],"there":[61],"frequently":[63,98],"a":[64,132],"lack":[65,107],"discussion":[67,133],"on":[68],"role":[70,136,151],"practitioners":[74,89],"amidst":[75],"approaches.":[79,145],"makes":[81],"adoption":[82],"difficult.":[90],"Moreover,":[91],"fact":[93],"that":[94,149,169],"experts\u2019":[95,157],"knowledge":[96],"ignored":[99],"approaches,":[103,112],"together":[104],"transparency":[109],"such":[111,170],"can":[113,152],"hinder":[114],"acceptability":[116,181],"practitioners.":[123],"To":[124],"overcome":[125],"these":[126],"problems,":[127],"this":[128,150],"position":[129],"paper":[130],"provides":[131],"experts":[140,203],"when":[141],"adopting":[142],"It":[146],"also":[147,187,193],"argues":[148],"be":[153],"extended":[154,171],"increase":[156,178],"involvement":[158,172,204],"in":[159],"process":[161],"building":[163],"models.":[166],"We":[167,192],"believe":[168],"not":[174],"only":[175],"likely":[176],"engineers\u2019":[180],"resulting":[184],"models,":[185],"but":[186],"models":[190],"themselves.":[191],"some":[195],"recommendations":[196],"aimed":[197],"at":[198],"increasing":[199],"success":[201],"model":[206],"acceptability.":[207]},"counts_by_year":[{"year":2026,"cited_by_count":1},{"year":2025,"cited_by_count":3},{"year":2024,"cited_by_count":2},{"year":2023,"cited_by_count":1},{"year":2022,"cited_by_count":4},{"year":2021,"cited_by_count":3},{"year":2020,"cited_by_count":6},{"year":2019,"cited_by_count":5},{"year":2018,"cited_by_count":2},{"year":2017,"cited_by_count":1},{"year":2016,"cited_by_count":2}],"updated_date":"2026-07-15T18:14:33.161393","created_date":"2025-10-10T00:00:00"}
