{"id":"https://openalex.org/W2996771664","doi":"https://doi.org/10.1109/saner48275.2020.9054792","title":"Cross-Dataset Design Discussion Mining","display_name":"Cross-Dataset Design Discussion Mining","publication_year":2020,"publication_date":"2020-02-01","ids":{"openalex":"https://openalex.org/W2996771664","doi":"https://doi.org/10.1109/saner48275.2020.9054792","mag":"2996771664"},"language":"en","primary_location":{"id":"doi:10.1109/saner48275.2020.9054792","is_oa":false,"landing_page_url":"https://doi.org/10.1109/saner48275.2020.9054792","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2020 IEEE 27th International Conference on Software Analysis, Evolution and Reengineering (SANER)","raw_type":"proceedings-article"},"type":"preprint","indexed_in":["arxiv","crossref"],"open_access":{"is_oa":true,"oa_status":"green","oa_url":"https://arxiv.org/pdf/2001.01424","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5014695802","display_name":"Alvi Mahadi","orcid":"https://orcid.org/0000-0002-1861-441X"},"institutions":[{"id":"https://openalex.org/I212119943","display_name":"University of Victoria","ror":"https://ror.org/04s5mat29","country_code":"CA","type":"education","lineage":["https://openalex.org/I212119943"]}],"countries":["CA"],"is_corresponding":true,"raw_author_name":"Alvi Mahadi","raw_affiliation_strings":["Department of Computer Science, University of Victoria, Canada"],"affiliations":[{"raw_affiliation_string":"Department of Computer Science, University of Victoria, Canada","institution_ids":["https://openalex.org/I212119943"]}]},{"author_position":"middle","author":{"id":null,"display_name":"Karan Tongay","orcid":null},"institutions":[{"id":"https://openalex.org/I212119943","display_name":"University of Victoria","ror":"https://ror.org/04s5mat29","country_code":"CA","type":"education","lineage":["https://openalex.org/I212119943"]}],"countries":["CA"],"is_corresponding":false,"raw_author_name":"Karan Tongay","raw_affiliation_strings":["Department of Computer Science, University of Victoria, Canada"],"affiliations":[{"raw_affiliation_string":"Department of Computer Science, University of Victoria, Canada","institution_ids":["https://openalex.org/I212119943"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5033114444","display_name":"Neil Ernst","orcid":"https://orcid.org/0000-0001-5992-2366"},"institutions":[{"id":"https://openalex.org/I212119943","display_name":"University of Victoria","ror":"https://ror.org/04s5mat29","country_code":"CA","type":"education","lineage":["https://openalex.org/I212119943"]}],"countries":["CA"],"is_corresponding":false,"raw_author_name":"Neil A. Ernst","raw_affiliation_strings":["Department of Computer Science, University of Victoria, Canada"],"affiliations":[{"raw_affiliation_string":"Department of Computer Science, University of Victoria, Canada","institution_ids":["https://openalex.org/I212119943"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":3,"corresponding_author_ids":["https://openalex.org/A5014695802"],"corresponding_institution_ids":["https://openalex.org/I212119943"],"apc_list":null,"apc_paid":null,"fwci":2.2262,"has_fulltext":false,"cited_by_count":14,"citation_normalized_percentile":{"value":0.90336003,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":90,"max":98},"biblio":{"volume":null,"issue":null,"first_page":"149","last_page":"160"},"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":0.9976999759674072,"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":0.9887999892234802,"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":0.8345463871955872},{"id":"https://openalex.org/keywords/classifier","display_name":"Classifier (UML)","score":0.6986234784126282},{"id":"https://openalex.org/keywords/transfer-of-learning","display_name":"Transfer of learning","score":0.605357825756073},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.5881279110908508},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.5862106084823608},{"id":"https://openalex.org/keywords/documentation","display_name":"Documentation","score":0.5747654438018799},{"id":"https://openalex.org/keywords/software","display_name":"Software","score":0.515428900718689},{"id":"https://openalex.org/keywords/replicate","display_name":"Replicate","score":0.5053182244300842},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.42267686128616333}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.8345463871955872},{"id":"https://openalex.org/C95623464","wikidata":"https://www.wikidata.org/wiki/Q1096149","display_name":"Classifier (UML)","level":2,"score":0.6986234784126282},{"id":"https://openalex.org/C150899416","wikidata":"https://www.wikidata.org/wiki/Q1820378","display_name":"Transfer of learning","level":2,"score":0.605357825756073},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.5881279110908508},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.5862106084823608},{"id":"https://openalex.org/C56666940","wikidata":"https://www.wikidata.org/wiki/Q788790","display_name":"Documentation","level":2,"score":0.5747654438018799},{"id":"https://openalex.org/C2777904410","wikidata":"https://www.wikidata.org/wiki/Q7397","display_name":"Software","level":2,"score":0.515428900718689},{"id":"https://openalex.org/C2781162219","wikidata":"https://www.wikidata.org/wiki/Q26250693","display_name":"Replicate","level":2,"score":0.5053182244300842},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.42267686128616333},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"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/C105795698","wikidata":"https://www.wikidata.org/wiki/Q12483","display_name":"Statistics","level":1,"score":0.0}],"mesh":[],"locations_count":3,"locations":[{"id":"doi:10.1109/saner48275.2020.9054792","is_oa":false,"landing_page_url":"https://doi.org/10.1109/saner48275.2020.9054792","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2020 IEEE 27th International Conference on Software Analysis, Evolution and Reengineering (SANER)","raw_type":"proceedings-article"},{"id":"pmh:oai:arXiv.org:2001.01424","is_oa":true,"landing_page_url":"http://arxiv.org/abs/2001.01424","pdf_url":"https://arxiv.org/pdf/2001.01424","source":{"id":"https://openalex.org/S4306400194","display_name":"arXiv (Cornell University)","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I205783295","host_organization_name":"Cornell University","host_organization_lineage":["https://openalex.org/I205783295"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"text"},{"id":"pmh:oai:dspace.library.uvic.ca:1828/12672","is_oa":false,"landing_page_url":"http://hdl.handle.net/1828/12672","pdf_url":null,"source":{"id":"https://openalex.org/S4306401509","display_name":"UVic\u2019s Research and Learning Repository (University of Victoria)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I212119943","host_organization_name":"University of Victoria","host_organization_lineage":["https://openalex.org/I212119943"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"","raw_type":"Thesis"}],"best_oa_location":{"id":"pmh:oai:arXiv.org:2001.01424","is_oa":true,"landing_page_url":"http://arxiv.org/abs/2001.01424","pdf_url":"https://arxiv.org/pdf/2001.01424","source":{"id":"https://openalex.org/S4306400194","display_name":"arXiv (Cornell University)","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I205783295","host_organization_name":"Cornell University","host_organization_lineage":["https://openalex.org/I205783295"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"text"},"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":90,"referenced_works":["https://openalex.org/W54887220","https://openalex.org/W1492815834","https://openalex.org/W1960685374","https://openalex.org/W1969649640","https://openalex.org/W1981929466","https://openalex.org/W1991627953","https://openalex.org/W1999484828","https://openalex.org/W2012397029","https://openalex.org/W2013222969","https://openalex.org/W2022371098","https://openalex.org/W2036758122","https://openalex.org/W2038721957","https://openalex.org/W2040411904","https://openalex.org/W2046830558","https://openalex.org/W2053552739","https://openalex.org/W2063876764","https://openalex.org/W2064161267","https://openalex.org/W2092388562","https://openalex.org/W2100196534","https://openalex.org/W2101234009","https://openalex.org/W2103296684","https://openalex.org/W2105090664","https://openalex.org/W2131744502","https://openalex.org/W2139092060","https://openalex.org/W2142403498","https://openalex.org/W2148143831","https://openalex.org/W2157361576","https://openalex.org/W2165698076","https://openalex.org/W2171733741","https://openalex.org/W2240884068","https://openalex.org/W2250539671","https://openalex.org/W2278734688","https://openalex.org/W2294865516","https://openalex.org/W2468328197","https://openalex.org/W2483035776","https://openalex.org/W2487770199","https://openalex.org/W2493916176","https://openalex.org/W2517332594","https://openalex.org/W2518085703","https://openalex.org/W2529964923","https://openalex.org/W2545041271","https://openalex.org/W2548610994","https://openalex.org/W2563351168","https://openalex.org/W2579161546","https://openalex.org/W2610548220","https://openalex.org/W2616817988","https://openalex.org/W2786376280","https://openalex.org/W2789661710","https://openalex.org/W2795506204","https://openalex.org/W2796404405","https://openalex.org/W2799059048","https://openalex.org/W2811031009","https://openalex.org/W2883438944","https://openalex.org/W2884154764","https://openalex.org/W2884229567","https://openalex.org/W2889604277","https://openalex.org/W2894722607","https://openalex.org/W2940552531","https://openalex.org/W2946984634","https://openalex.org/W2949547296","https://openalex.org/W2950133940","https://openalex.org/W2950577311","https://openalex.org/W2951699292","https://openalex.org/W2951710749","https://openalex.org/W2952566282","https://openalex.org/W2954093663","https://openalex.org/W2954149564","https://openalex.org/W2962772361","https://openalex.org/W2962843773","https://openalex.org/W2963026768","https://openalex.org/W2963181472","https://openalex.org/W2963203256","https://openalex.org/W2963626623","https://openalex.org/W2965330732","https://openalex.org/W2996771664","https://openalex.org/W3014437350","https://openalex.org/W3086358185","https://openalex.org/W3093581225","https://openalex.org/W3098103630","https://openalex.org/W3103014234","https://openalex.org/W3105398568","https://openalex.org/W3144297024","https://openalex.org/W3146720657","https://openalex.org/W4239863959","https://openalex.org/W4288375388","https://openalex.org/W4294367149","https://openalex.org/W6679775712","https://openalex.org/W6747248625","https://openalex.org/W6761552650","https://openalex.org/W6766107486"],"related_works":["https://openalex.org/W4254851101","https://openalex.org/W3171007296","https://openalex.org/W22115721","https://openalex.org/W2211931904","https://openalex.org/W2321234655","https://openalex.org/W2065444835","https://openalex.org/W4394550905","https://openalex.org/W2470062578","https://openalex.org/W2952773340","https://openalex.org/W2981861370"],"abstract_inverted_index":{"Being":[0],"able":[1],"to":[2,91,124],"identify":[3],"software":[4,20,54],"discussions":[5],"that":[6],"are":[7],"primarily":[8],"about":[9],"design\u2014which":[10],"we":[11,71],"call":[12],"design":[13,23,95,125],"mining\u2014can":[14],"improve":[15],"documentation":[16],"and":[17,73],"maintenance":[18],"of":[19,40,53,94],"systems.":[21],"Existing":[22],"mining":[24],"approaches":[25,42],"have":[26],"good":[27],"classification":[28],"performance":[29],"using":[30],"natural":[31],"language":[32],"processing":[33],"(NLP)":[34],"techniques,":[35],"but":[36],"the":[37,92,120],"conclusion":[38],"stability":[39],"these":[41,75,101],"is":[43],"generally":[44],"poor.":[45],"A":[46],"classifier":[47],"trained":[48],"on":[49,62],"a":[50,79],"given":[51],"dataset":[52],"projects":[55],"has":[56],"so":[57],"far":[58],"not":[59],"worked":[60],"well":[61],"different":[63,66],"artifacts":[64],"or":[65],"datasets.":[67],"In":[68],"this":[69],"study,":[70],"replicate":[72],"synthesize":[74],"earlier":[76],"results":[77],"in":[78,86],"meta\u2014analysis.":[80],"We":[81,113],"then":[82],"apply":[83],"recent":[84],"work":[85],"transfer":[87,103,121],"learning":[88,104,122],"for":[89,98],"NLP":[90],"problem":[93],"mining.":[96,126],"However,":[97],"our":[99],"datasets,":[100],"deep":[102],"classifiers":[105],"perform":[106],"no":[107],"better":[108],"than":[109],"less":[110],"complex":[111],"classifiers.":[112],"conclude":[114],"by":[115],"discussing":[116],"some":[117],"reasons":[118],"behind":[119],"approach":[123]},"counts_by_year":[{"year":2026,"cited_by_count":1},{"year":2025,"cited_by_count":2},{"year":2024,"cited_by_count":3},{"year":2023,"cited_by_count":1},{"year":2022,"cited_by_count":1},{"year":2021,"cited_by_count":2},{"year":2020,"cited_by_count":4}],"updated_date":"2026-04-21T08:09:41.155169","created_date":"2025-10-10T00:00:00"}