{"id":"https://openalex.org/W2144716614","doi":"https://doi.org/10.1109/ms.2011.138","title":"Developing Fault-Prediction Models: What the Research Can Show Industry","display_name":"Developing Fault-Prediction Models: What the Research Can Show Industry","publication_year":2011,"publication_date":"2011-10-21","ids":{"openalex":"https://openalex.org/W2144716614","doi":"https://doi.org/10.1109/ms.2011.138","mag":"2144716614"},"language":"en","primary_location":{"id":"doi:10.1109/ms.2011.138","is_oa":false,"landing_page_url":"https://doi.org/10.1109/ms.2011.138","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/A5019248666","display_name":"Tracy Hall","orcid":"https://orcid.org/0000-0002-2728-9014"},"institutions":[{"id":"https://openalex.org/I59433898","display_name":"Brunel University of London","ror":"https://ror.org/00dn4t376","country_code":"GB","type":"education","lineage":["https://openalex.org/I124357947","https://openalex.org/I59433898"]}],"countries":["GB"],"is_corresponding":true,"raw_author_name":"T. Hall","raw_affiliation_strings":["Brunel University, UK"],"affiliations":[{"raw_affiliation_string":"Brunel University, UK","institution_ids":["https://openalex.org/I59433898"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5048659267","display_name":"Sarah Beecham","orcid":"https://orcid.org/0000-0003-1584-5447"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"S. Beecham","raw_affiliation_strings":["Irish Software Engineering Research Centre, Iran"],"affiliations":[{"raw_affiliation_string":"Irish Software Engineering Research Centre, Iran","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5058470128","display_name":"David Bowes","orcid":"https://orcid.org/0000-0001-7014-2811"},"institutions":[{"id":"https://openalex.org/I141584323","display_name":"University of Hertfordshire","ror":"https://ror.org/0267vjk41","country_code":"GB","type":"education","lineage":["https://openalex.org/I141584323"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"D. Bowes","raw_affiliation_strings":["University of Hertfordshire, UK"],"affiliations":[{"raw_affiliation_string":"University of Hertfordshire, UK","institution_ids":["https://openalex.org/I141584323"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5062413055","display_name":"David Gray","orcid":"https://orcid.org/0000-0003-3466-7367"},"institutions":[{"id":"https://openalex.org/I141584323","display_name":"University of Hertfordshire","ror":"https://ror.org/0267vjk41","country_code":"GB","type":"education","lineage":["https://openalex.org/I141584323"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"D. Gray","raw_affiliation_strings":["University of Hertfordshire, UK"],"affiliations":[{"raw_affiliation_string":"University of Hertfordshire, UK","institution_ids":["https://openalex.org/I141584323"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5083706258","display_name":"Steve Counsell","orcid":"https://orcid.org/0000-0002-2939-8919"},"institutions":[{"id":"https://openalex.org/I59433898","display_name":"Brunel University of London","ror":"https://ror.org/00dn4t376","country_code":"GB","type":"education","lineage":["https://openalex.org/I124357947","https://openalex.org/I59433898"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"S. Counsell","raw_affiliation_strings":["Brunel University, UK"],"affiliations":[{"raw_affiliation_string":"Brunel University, UK","institution_ids":["https://openalex.org/I59433898"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":5,"corresponding_author_ids":["https://openalex.org/A5019248666"],"corresponding_institution_ids":["https://openalex.org/I59433898"],"apc_list":null,"apc_paid":null,"fwci":1.5289,"has_fulltext":false,"cited_by_count":31,"citation_normalized_percentile":{"value":0.89092391,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":89,"max":99},"biblio":{"volume":"28","issue":"6","first_page":"96","last_page":"99"},"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/T12423","display_name":"Software Reliability and Analysis Research","score":0.9991000294685364,"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"}},{"id":"https://openalex.org/T10430","display_name":"Software Engineering Techniques and Practices","score":0.9972000122070312,"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/predictive-modelling","display_name":"Predictive modelling","score":0.6327824592590332},{"id":"https://openalex.org/keywords/context","display_name":"Context (archaeology)","score":0.6178705096244812},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6102831363677979},{"id":"https://openalex.org/keywords/key","display_name":"Key (lock)","score":0.4937957227230072},{"id":"https://openalex.org/keywords/software","display_name":"Software","score":0.4911756217479706},{"id":"https://openalex.org/keywords/software-engineering","display_name":"Software engineering","score":0.4796317219734192},{"id":"https://openalex.org/keywords/software-development","display_name":"Software development","score":0.4536324441432953},{"id":"https://openalex.org/keywords/data-science","display_name":"Data science","score":0.4517797529697418},{"id":"https://openalex.org/keywords/fault","display_name":"Fault (geology)","score":0.44630521535873413},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.33822911977767944},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.23262321949005127},{"id":"https://openalex.org/keywords/computer-security","display_name":"Computer security","score":0.10020148754119873}],"concepts":[{"id":"https://openalex.org/C45804977","wikidata":"https://www.wikidata.org/wiki/Q7239673","display_name":"Predictive modelling","level":2,"score":0.6327824592590332},{"id":"https://openalex.org/C2779343474","wikidata":"https://www.wikidata.org/wiki/Q3109175","display_name":"Context (archaeology)","level":2,"score":0.6178705096244812},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6102831363677979},{"id":"https://openalex.org/C26517878","wikidata":"https://www.wikidata.org/wiki/Q228039","display_name":"Key (lock)","level":2,"score":0.4937957227230072},{"id":"https://openalex.org/C2777904410","wikidata":"https://www.wikidata.org/wiki/Q7397","display_name":"Software","level":2,"score":0.4911756217479706},{"id":"https://openalex.org/C115903868","wikidata":"https://www.wikidata.org/wiki/Q80993","display_name":"Software engineering","level":1,"score":0.4796317219734192},{"id":"https://openalex.org/C529173508","wikidata":"https://www.wikidata.org/wiki/Q638608","display_name":"Software development","level":3,"score":0.4536324441432953},{"id":"https://openalex.org/C2522767166","wikidata":"https://www.wikidata.org/wiki/Q2374463","display_name":"Data science","level":1,"score":0.4517797529697418},{"id":"https://openalex.org/C175551986","wikidata":"https://www.wikidata.org/wiki/Q47089","display_name":"Fault (geology)","level":2,"score":0.44630521535873413},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.33822911977767944},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.23262321949005127},{"id":"https://openalex.org/C38652104","wikidata":"https://www.wikidata.org/wiki/Q3510521","display_name":"Computer security","level":1,"score":0.10020148754119873},{"id":"https://openalex.org/C86803240","wikidata":"https://www.wikidata.org/wiki/Q420","display_name":"Biology","level":0,"score":0.0},{"id":"https://openalex.org/C151730666","wikidata":"https://www.wikidata.org/wiki/Q7205","display_name":"Paleontology","level":1,"score":0.0},{"id":"https://openalex.org/C165205528","wikidata":"https://www.wikidata.org/wiki/Q83371","display_name":"Seismology","level":1,"score":0.0},{"id":"https://openalex.org/C127313418","wikidata":"https://www.wikidata.org/wiki/Q1069","display_name":"Geology","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}],"mesh":[],"locations_count":4,"locations":[{"id":"doi:10.1109/ms.2011.138","is_oa":false,"landing_page_url":"https://doi.org/10.1109/ms.2011.138","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"},{"id":"pmh:http://www.rian.ie/51816/","is_oa":false,"landing_page_url":"http://hdl.handle.net/10344/1771","pdf_url":null,"source":{"id":"https://openalex.org/S4306400033","display_name":"Arrow@dit (Dublin Institute of Technology)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I115570527","host_organization_name":"Dublin Institute of Technology","host_organization_lineage":["https://openalex.org/I115570527"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"acceptedVersion","is_accepted":true,"is_published":false,"raw_source_name":"IEEE Software;Vol:28 Pt:6 Pgs:96-99","raw_type":"Journal article"},{"id":"pmh:oai:eprints.lancs.ac.uk:132039","is_oa":false,"landing_page_url":"https://eprints.lancs.ac.uk/id/eprint/132039/","pdf_url":null,"source":{"id":"https://openalex.org/S4306401916","display_name":"Lancaster EPrints (Lancaster University)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I67415387","host_organization_name":"Lancaster University","host_organization_lineage":["https://openalex.org/I67415387"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"","raw_type":"Journal Article"},{"id":"pmh:oai:uhra.herts.ac.uk:2299/6982","is_oa":false,"landing_page_url":"http://www.scopus.com/inward/record.url?scp=80054888111&partnerID=8YFLogxK","pdf_url":null,"source":{"id":"https://openalex.org/S4306400241","display_name":"University of Hertfordshire Research Archive (University of Hertfordshire)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I141584323","host_organization_name":"University of Hertfordshire","host_organization_lineage":["https://openalex.org/I141584323"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"","raw_type":""}],"best_oa_location":null,"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/9","display_name":"Industry, innovation and infrastructure","score":0.6000000238418579}],"awards":[],"funders":[{"id":"https://openalex.org/F4320334627","display_name":"Engineering and Physical Sciences Research Council","ror":"https://ror.org/0439y7842"}],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":8,"referenced_works":["https://openalex.org/W1570448133","https://openalex.org/W1975040830","https://openalex.org/W2046671629","https://openalex.org/W2105300539","https://openalex.org/W2114191341","https://openalex.org/W2143085507","https://openalex.org/W2151666086","https://openalex.org/W2966207845"],"related_works":["https://openalex.org/W2476117260","https://openalex.org/W2770531922","https://openalex.org/W1845068655","https://openalex.org/W4321354308","https://openalex.org/W3118244000","https://openalex.org/W3121161786","https://openalex.org/W2290299503","https://openalex.org/W3029851195","https://openalex.org/W2046884474","https://openalex.org/W2183585111"],"abstract_inverted_index":{"A":[0],"systematic":[1],"review":[2],"of":[3,32],"the":[4,36],"research":[5],"literature":[6],"on":[7],"fault-prediction":[8,54],"models":[9,21,38,55],"from":[10],"2000":[11],"through":[12],"2010":[13],"identified":[14,42],"36":[15],"studies":[16,34],"that":[17],"sufficiently":[18],"defined":[19],"their":[20,58],"and":[22,25,35],"development":[23],"context":[24],"methodology.":[26],"The":[27],"authors":[28],"quantitatively":[29],"analyzed":[30],"19":[31],"these":[33],"206":[37],"they":[39],"presented.":[40],"They":[41],"several":[43],"key":[44],"features":[45],"to":[46,57],"help":[47],"industry":[48],"software":[49],"developers":[50],"build":[51],"or":[52],"optimize":[53],"suitable":[56],"specific":[59],"contexts.":[60]},"counts_by_year":[{"year":2025,"cited_by_count":2},{"year":2024,"cited_by_count":2},{"year":2023,"cited_by_count":3},{"year":2022,"cited_by_count":3},{"year":2021,"cited_by_count":5},{"year":2020,"cited_by_count":3},{"year":2019,"cited_by_count":7},{"year":2018,"cited_by_count":3},{"year":2015,"cited_by_count":1},{"year":2014,"cited_by_count":1},{"year":2013,"cited_by_count":1}],"updated_date":"2026-04-05T17:49:38.594831","created_date":"2025-10-10T00:00:00"}