{"id":"https://openalex.org/W4404741746","doi":"https://doi.org/10.1109/ms.2024.3505544","title":"Interpretability/Explainability Applied to Machine Learning Software Defect Prediction: An Industrial Perspective","display_name":"Interpretability/Explainability Applied to Machine Learning Software Defect Prediction: An Industrial Perspective","publication_year":2024,"publication_date":"2024-11-26","ids":{"openalex":"https://openalex.org/W4404741746","doi":"https://doi.org/10.1109/ms.2024.3505544"},"language":"en","primary_location":{"id":"doi:10.1109/ms.2024.3505544","is_oa":false,"landing_page_url":"https://doi.org/10.1109/ms.2024.3505544","pdf_url":null,"source":{"id":"https://openalex.org/S6725529","display_name":"IEEE Software","issn_l":"0740-7459","issn":["0740-7459","1937-4194"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310320439","host_organization_name":"IEEE Computer Society","host_organization_lineage":["https://openalex.org/P4310320439","https://openalex.org/P4310319808"],"host_organization_lineage_names":["IEEE Computer Society","Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Software","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/A5064362027","display_name":"Szymon Stradowski","orcid":"https://orcid.org/0000-0002-3532-3876"},"institutions":[{"id":"https://openalex.org/I11923345","display_name":"Wroc\u0142aw University of Science and Technology","ror":"https://ror.org/008fyn775","country_code":"PL","type":"education","lineage":["https://openalex.org/I11923345"]},{"id":"https://openalex.org/I686019","display_name":"AGH University of Krakow","ror":"https://ror.org/00bas1c41","country_code":"PL","type":"education","lineage":["https://openalex.org/I686019"]}],"countries":["PL"],"is_corresponding":false,"raw_author_name":"Szymon Stradowski","raw_affiliation_strings":["Wroclaw University of Science and Technology, Wroclaw, Poland"],"raw_orcid":"https://orcid.org/0000-0002-3532-3876","affiliations":[{"raw_affiliation_string":"Wroclaw University of Science and Technology, Wroclaw, Poland","institution_ids":["https://openalex.org/I11923345","https://openalex.org/I686019"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5081451369","display_name":"Lech Madeyski","orcid":"https://orcid.org/0000-0003-3907-3357"},"institutions":[{"id":"https://openalex.org/I11923345","display_name":"Wroc\u0142aw University of Science and Technology","ror":"https://ror.org/008fyn775","country_code":"PL","type":"education","lineage":["https://openalex.org/I11923345"]},{"id":"https://openalex.org/I686019","display_name":"AGH University of Krakow","ror":"https://ror.org/00bas1c41","country_code":"PL","type":"education","lineage":["https://openalex.org/I686019"]}],"countries":["PL"],"is_corresponding":false,"raw_author_name":"Lech Madeyski","raw_affiliation_strings":["Wroclaw University of Technology, Wroclaw, Poland","Wroclaw University of Science and Technology, Wroclaw, Poland"],"raw_orcid":"https://orcid.org/0000-0003-3907-3357","affiliations":[{"raw_affiliation_string":"Wroclaw University of Technology, Wroclaw, Poland","institution_ids":["https://openalex.org/I11923345"]},{"raw_affiliation_string":"Wroclaw University of Science and Technology, Wroclaw, Poland","institution_ids":["https://openalex.org/I11923345","https://openalex.org/I686019"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":2,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":2.7581,"has_fulltext":false,"cited_by_count":4,"citation_normalized_percentile":{"value":0.92499727,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":95,"max":99},"biblio":{"volume":"42","issue":"3","first_page":"125","last_page":"132"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10260","display_name":"Software Engineering Research","score":0.9829999804496765,"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":0.9829999804496765,"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/interpretability","display_name":"Interpretability","score":0.895297646522522},{"id":"https://openalex.org/keywords/perspective","display_name":"Perspective (graphical)","score":0.6901776790618896},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6525015830993652},{"id":"https://openalex.org/keywords/software-bug","display_name":"Software bug","score":0.5179702043533325},{"id":"https://openalex.org/keywords/software","display_name":"Software","score":0.5081503391265869},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.5038995146751404},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.500563383102417},{"id":"https://openalex.org/keywords/software-engineering","display_name":"Software engineering","score":0.47582653164863586},{"id":"https://openalex.org/keywords/programming-language","display_name":"Programming language","score":0.22120428085327148}],"concepts":[{"id":"https://openalex.org/C2781067378","wikidata":"https://www.wikidata.org/wiki/Q17027399","display_name":"Interpretability","level":2,"score":0.895297646522522},{"id":"https://openalex.org/C12713177","wikidata":"https://www.wikidata.org/wiki/Q1900281","display_name":"Perspective (graphical)","level":2,"score":0.6901776790618896},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6525015830993652},{"id":"https://openalex.org/C1009929","wikidata":"https://www.wikidata.org/wiki/Q179550","display_name":"Software bug","level":3,"score":0.5179702043533325},{"id":"https://openalex.org/C2777904410","wikidata":"https://www.wikidata.org/wiki/Q7397","display_name":"Software","level":2,"score":0.5081503391265869},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.5038995146751404},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.500563383102417},{"id":"https://openalex.org/C115903868","wikidata":"https://www.wikidata.org/wiki/Q80993","display_name":"Software engineering","level":1,"score":0.47582653164863586},{"id":"https://openalex.org/C199360897","wikidata":"https://www.wikidata.org/wiki/Q9143","display_name":"Programming language","level":1,"score":0.22120428085327148}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/ms.2024.3505544","is_oa":false,"landing_page_url":"https://doi.org/10.1109/ms.2024.3505544","pdf_url":null,"source":{"id":"https://openalex.org/S6725529","display_name":"IEEE Software","issn_l":"0740-7459","issn":["0740-7459","1937-4194"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310320439","host_organization_name":"IEEE Computer Society","host_organization_lineage":["https://openalex.org/P4310320439","https://openalex.org/P4310319808"],"host_organization_lineage_names":["IEEE Computer Society","Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Software","raw_type":"journal-article"}],"best_oa_location":null,"sustainable_development_goals":[{"score":0.4399999976158142,"display_name":"Decent work and economic growth","id":"https://metadata.un.org/sdg/8"}],"awards":[{"id":"https://openalex.org/G2114024326","display_name":null,"funder_award_id":"DWD/5/0178/2021","funder_id":"https://openalex.org/F4320310936","funder_display_name":"Ministry of Education and Science"}],"funders":[{"id":"https://openalex.org/F4320310936","display_name":"Ministry of Education and Science","ror":"https://ror.org/03ck0h361"}],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":13,"referenced_works":["https://openalex.org/W1525330035","https://openalex.org/W2162369966","https://openalex.org/W2541219092","https://openalex.org/W2759501311","https://openalex.org/W2760376440","https://openalex.org/W2891503716","https://openalex.org/W2945976633","https://openalex.org/W2964303497","https://openalex.org/W3013745307","https://openalex.org/W4205601502","https://openalex.org/W4323546040","https://openalex.org/W4388502388","https://openalex.org/W6748774907"],"related_works":["https://openalex.org/W2899084033","https://openalex.org/W2905433371","https://openalex.org/W2888392564","https://openalex.org/W4310278675","https://openalex.org/W4388422664","https://openalex.org/W4390569940","https://openalex.org/W4361193272","https://openalex.org/W2963326959","https://openalex.org/W4388685194","https://openalex.org/W2621101275"],"abstract_inverted_index":{"We":[0,23],"explore":[1],"the":[2,14],"interpretability":[3],"and":[4,36],"explainability":[5],"of":[6,16],"machine":[7],"learning":[8],"software":[9],"defect":[10],"prediction":[11],"models":[12],"in":[13,20],"context":[15],"commercial":[17],"system-level":[18],"testing":[19],"Nokia":[21],"5G.":[22],"evaluate":[24],"how":[25],"they":[26],"can":[27],"gain":[28],"stakeholders\u2019":[29],"acceptance,":[30],"analyze":[31],"expectations,":[32],"offer":[33],"management":[34],"strategies,":[35],"identify":[37],"business":[38],"impacts.":[39]},"counts_by_year":[{"year":2026,"cited_by_count":2},{"year":2025,"cited_by_count":2}],"updated_date":"2026-06-11T09:08:48.828518","created_date":"2025-10-10T00:00:00"}
