{"id":"https://openalex.org/W2787839658","doi":"https://doi.org/10.1145/3183399.3183424","title":"Explainable software analytics","display_name":"Explainable software analytics","publication_year":2018,"publication_date":"2018-05-27","ids":{"openalex":"https://openalex.org/W2787839658","doi":"https://doi.org/10.1145/3183399.3183424","mag":"2787839658"},"language":"en","primary_location":{"id":"doi:10.1145/3183399.3183424","is_oa":false,"landing_page_url":"https://doi.org/10.1145/3183399.3183424","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 40th International Conference on Software Engineering: New Ideas and Emerging Results","raw_type":"proceedings-article"},"type":"conference-paper","indexed_in":["arxiv","crossref","datacite"],"open_access":{"is_oa":true,"oa_status":"green","oa_url":"https://arxiv.org/pdf/1802.00603","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5017181940","display_name":"Hoa Khanh Dam","orcid":"https://orcid.org/0000-0003-4246-0526"},"institutions":[{"id":"https://openalex.org/I204824540","display_name":"University of Wollongong","ror":"https://ror.org/00jtmb277","country_code":"AU","type":"education","lineage":["https://openalex.org/I204824540"]}],"countries":["AU"],"is_corresponding":false,"raw_author_name":"Hoa Khanh Dam","raw_affiliation_strings":["University of Wollongong, Australia",", University of Wollongong, Australia"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"University of Wollongong, Australia","institution_ids":["https://openalex.org/I204824540"]},{"raw_affiliation_string":", University of Wollongong, Australia","institution_ids":["https://openalex.org/I204824540"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5085471517","display_name":"Truyen Tran","orcid":"https://orcid.org/0000-0001-6531-8907"},"institutions":[{"id":"https://openalex.org/I149704539","display_name":"Deakin University","ror":"https://ror.org/02czsnj07","country_code":"AU","type":"education","lineage":["https://openalex.org/I149704539"]}],"countries":["AU"],"is_corresponding":false,"raw_author_name":"Truyen Tran","raw_affiliation_strings":["Deakin University, Australia","Deakin University Australia"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Deakin University, Australia","institution_ids":["https://openalex.org/I149704539"]},{"raw_affiliation_string":"Deakin University Australia","institution_ids":["https://openalex.org/I149704539"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5034792852","display_name":"Aditya Ghose","orcid":"https://orcid.org/0000-0002-6175-8726"},"institutions":[{"id":"https://openalex.org/I204824540","display_name":"University of Wollongong","ror":"https://ror.org/00jtmb277","country_code":"AU","type":"education","lineage":["https://openalex.org/I204824540"]}],"countries":["AU"],"is_corresponding":false,"raw_author_name":"Aditya Ghose","raw_affiliation_strings":["University of Wollongong, Australia",", University of Wollongong, Australia"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"University of Wollongong, Australia","institution_ids":["https://openalex.org/I204824540"]},{"raw_affiliation_string":", University of Wollongong, Australia","institution_ids":["https://openalex.org/I204824540"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":2,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":null,"has_fulltext":true,"cited_by_count":9,"citation_normalized_percentile":null,"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":"53","last_page":"56"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T12026","display_name":"Explainable Artificial Intelligence (XAI)","score":0.9994000196456909,"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/T12026","display_name":"Explainable Artificial Intelligence (XAI)","score":0.9994000196456909,"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/T10260","display_name":"Software Engineering Research","score":0.998199999332428,"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/T11689","display_name":"Adversarial Robustness in Machine Learning","score":0.995199978351593,"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/software-analytics","display_name":"Software analytics","score":0.8727781772613525},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6750629544258118},{"id":"https://openalex.org/keywords/analytics","display_name":"Analytics","score":0.6660575866699219},{"id":"https://openalex.org/keywords/software","display_name":"Software","score":0.6188693046569824},{"id":"https://openalex.org/keywords/data-science","display_name":"Data science","score":0.6104927062988281},{"id":"https://openalex.org/keywords/key","display_name":"Key (lock)","score":0.5790698528289795},{"id":"https://openalex.org/keywords/software-engineering","display_name":"Software engineering","score":0.378374308347702},{"id":"https://openalex.org/keywords/software-development","display_name":"Software development","score":0.3491089344024658},{"id":"https://openalex.org/keywords/software-construction","display_name":"Software construction","score":0.24463462829589844},{"id":"https://openalex.org/keywords/computer-security","display_name":"Computer security","score":0.09313198924064636}],"concepts":[{"id":"https://openalex.org/C171981572","wikidata":"https://www.wikidata.org/wiki/Q7554239","display_name":"Software analytics","level":5,"score":0.8727781772613525},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6750629544258118},{"id":"https://openalex.org/C79158427","wikidata":"https://www.wikidata.org/wiki/Q485396","display_name":"Analytics","level":2,"score":0.6660575866699219},{"id":"https://openalex.org/C2777904410","wikidata":"https://www.wikidata.org/wiki/Q7397","display_name":"Software","level":2,"score":0.6188693046569824},{"id":"https://openalex.org/C2522767166","wikidata":"https://www.wikidata.org/wiki/Q2374463","display_name":"Data science","level":1,"score":0.6104927062988281},{"id":"https://openalex.org/C26517878","wikidata":"https://www.wikidata.org/wiki/Q228039","display_name":"Key (lock)","level":2,"score":0.5790698528289795},{"id":"https://openalex.org/C115903868","wikidata":"https://www.wikidata.org/wiki/Q80993","display_name":"Software engineering","level":1,"score":0.378374308347702},{"id":"https://openalex.org/C529173508","wikidata":"https://www.wikidata.org/wiki/Q638608","display_name":"Software development","level":3,"score":0.3491089344024658},{"id":"https://openalex.org/C186846655","wikidata":"https://www.wikidata.org/wiki/Q3398377","display_name":"Software construction","level":4,"score":0.24463462829589844},{"id":"https://openalex.org/C38652104","wikidata":"https://www.wikidata.org/wiki/Q3510521","display_name":"Computer security","level":1,"score":0.09313198924064636},{"id":"https://openalex.org/C199360897","wikidata":"https://www.wikidata.org/wiki/Q9143","display_name":"Programming language","level":1,"score":0.0}],"mesh":[],"locations_count":7,"locations":[{"id":"doi:10.1145/3183399.3183424","is_oa":false,"landing_page_url":"https://doi.org/10.1145/3183399.3183424","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 40th International Conference on Software Engineering: New Ideas and Emerging Results","raw_type":"proceedings-article"},{"id":"pmh:oai:arXiv.org:1802.00603","is_oa":true,"landing_page_url":"http://arxiv.org/abs/1802.00603","pdf_url":"https://arxiv.org/pdf/1802.00603","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":"","raw_type":"text"},{"id":"pmh:oai:ro.uow.edu.au:eispapers1-2671","is_oa":true,"landing_page_url":"https://ro.uow.edu.au/eispapers1/1669","pdf_url":"https://ro.uow.edu.au/articles/conference_contribution/Explainable_software_analytics/27720474/1/files/50472309.pdf","source":{"id":"https://openalex.org/S4306400510","display_name":"Research Online (University of Wollongong)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I204824540","host_organization_name":"University of Wollongong","host_organization_lineage":["https://openalex.org/I204824540"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Faculty of Engineering and Information Sciences - Papers: Part B","raw_type":"presentation"},{"id":"mag:2787839658","is_oa":true,"landing_page_url":"https://arxiv.org/pdf/1802.00603.pdf","pdf_url":null,"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":"arXiv (Cornell University)","raw_type":null},{"id":"pmh:oai:dro.deakin.edu.au:DU:30113448","is_oa":false,"landing_page_url":null,"pdf_url":null,"source":{"id":"https://openalex.org/S4306402457","display_name":"Deakin Research Online (Deakin University)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I149704539","host_organization_name":"Deakin University","host_organization_lineage":["https://openalex.org/I149704539"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"","raw_type":"Conference Paper"},{"id":"pmh:oai:figshare.com:article/20814184","is_oa":true,"landing_page_url":"https://figshare.com/articles/conference_contribution/Explainable_software_analytics/20814184","pdf_url":null,"source":{"id":"https://openalex.org/S4377196282","display_name":"Figshare","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I4210132348","host_organization_name":"Figshare (United Kingdom)","host_organization_lineage":["https://openalex.org/I4210132348"],"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":null,"raw_type":"Conference contribution"},{"id":"doi:10.48550/arxiv.1802.00603","is_oa":true,"landing_page_url":"https://doi.org/10.48550/arxiv.1802.00603","pdf_url":null,"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":null,"is_accepted":false,"is_published":null,"raw_source_name":null,"raw_type":"Preprint"}],"best_oa_location":{"id":"pmh:oai:arXiv.org:1802.00603","is_oa":true,"landing_page_url":"http://arxiv.org/abs/1802.00603","pdf_url":"https://arxiv.org/pdf/1802.00603","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":"","raw_type":"text"},"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/9","display_name":"Industry, innovation and infrastructure","score":0.6100000143051147}],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":32,"referenced_works":["https://openalex.org/W89781147","https://openalex.org/W126396346","https://openalex.org/W314652056","https://openalex.org/W1821462560","https://openalex.org/W1951216520","https://openalex.org/W1992408727","https://openalex.org/W2017660912","https://openalex.org/W2026905436","https://openalex.org/W2052916960","https://openalex.org/W2156981320","https://openalex.org/W2332488709","https://openalex.org/W2402619042","https://openalex.org/W2439568532","https://openalex.org/W2497841468","https://openalex.org/W2514944157","https://openalex.org/W2516809705","https://openalex.org/W2565304260","https://openalex.org/W2593675739","https://openalex.org/W2594475271","https://openalex.org/W2670253439","https://openalex.org/W2743316948","https://openalex.org/W2761189436","https://openalex.org/W2949467366","https://openalex.org/W2951501516","https://openalex.org/W2951712437","https://openalex.org/W2962728167","https://openalex.org/W2962851944","https://openalex.org/W2963920355","https://openalex.org/W2964308564","https://openalex.org/W3006491415","https://openalex.org/W3137695714","https://openalex.org/W4231827019"],"related_works":["https://openalex.org/W2963203256","https://openalex.org/W2965211237","https://openalex.org/W3188312873","https://openalex.org/W3023312435","https://openalex.org/W3013208758","https://openalex.org/W2808113972","https://openalex.org/W3174752098","https://openalex.org/W2796137162","https://openalex.org/W2025537404","https://openalex.org/W3126018461","https://openalex.org/W1528024700","https://openalex.org/W3011773615","https://openalex.org/W1547292687","https://openalex.org/W3209729482","https://openalex.org/W2090057651","https://openalex.org/W3207938806","https://openalex.org/W2922510373","https://openalex.org/W3126907871","https://openalex.org/W3118763591","https://openalex.org/W162649325"],"abstract_inverted_index":{"Software":[0],"analytics":[1,35,69,92,106],"has":[2],"been":[3],"the":[4,20,34,39],"subject":[5],"of":[6,19],"considerable":[7],"recent":[8],"attention":[9],"but":[10],"is":[11,23,75],"yet":[12],"to":[13,29,72],"receive":[14],"significant":[15],"industry":[16],"traction.":[17],"One":[18],"key":[21,87,101],"reasons":[22],"that":[24,66,96,108],"software":[25,68,73,91,105,129],"practitioners":[26,74],"are":[27,109],"reluctant":[28],"trust":[30],"predictions":[31],"produced":[32],"by":[33],"machinery":[36],"without":[37],"understanding":[38],"rationale":[40],"for":[41,89,103,118],"those":[42],"predictions.":[43,81],"While":[44],"complex":[45],"models":[46,70,107],"such":[47],"as":[48,76,78],"deep":[49],"learning":[50],"and":[51,128],"ensemble":[52],"methods":[53],"improve":[54],"predictive":[55],"performance,":[56],"they":[57],"have":[58],"limited":[59],"explainability.":[60],"In":[61],"this":[62,119],"paper,":[63],"we":[64],"argue":[65],"making":[67],"explainable":[71,125],"important":[77],"achieving":[79],"accurate":[80],"Explainability":[82],"should":[83],"therefore":[84],"be":[85,99],"a":[86,100,115],"measure":[88],"evaluating":[90],"models.":[93],"We":[94,113],"envision":[95],"explainability":[97],"will":[98],"driver":[102],"developing":[104],"useful":[110],"in":[111],"practice.":[112],"outline":[114],"research":[116],"roadmap":[117],"space,":[120],"building":[121],"on":[122],"social":[123],"science,":[124],"artificial":[126],"intelligence":[127],"engineering.":[130]},"counts_by_year":[{"year":2021,"cited_by_count":4},{"year":2020,"cited_by_count":1},{"year":2019,"cited_by_count":1},{"year":2018,"cited_by_count":3}],"updated_date":"2026-07-14T23:27:15.235271","created_date":"2025-10-10T00:00:00"}
