{"id":"https://openalex.org/W2408574027","doi":"https://doi.org/10.1145/2889160.2889256","title":"Towards a better understanding of the impact of experimental components on defect prediction modelling","display_name":"Towards a better understanding of the impact of experimental components on defect prediction modelling","publication_year":2016,"publication_date":"2016-05-14","ids":{"openalex":"https://openalex.org/W2408574027","doi":"https://doi.org/10.1145/2889160.2889256","mag":"2408574027"},"language":"en","primary_location":{"id":"doi:10.1145/2889160.2889256","is_oa":false,"landing_page_url":"https://doi.org/10.1145/2889160.2889256","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 38th International Conference on Software Engineering Companion","raw_type":"proceedings-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/A5081449581","display_name":"Chakkrit Tantithamthavorn","orcid":"https://orcid.org/0000-0002-5516-9984"},"institutions":[{"id":"https://openalex.org/I75917431","display_name":"Nara Institute of Science and Technology","ror":"https://ror.org/05bhada84","country_code":"JP","type":"education","lineage":["https://openalex.org/I75917431"]}],"countries":["JP"],"is_corresponding":true,"raw_author_name":"Chakkrit Tantithamthavorn","raw_affiliation_strings":["Nara Institute of Science and Technology, Japan"],"affiliations":[{"raw_affiliation_string":"Nara Institute of Science and Technology, Japan","institution_ids":["https://openalex.org/I75917431"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":["https://openalex.org/A5081449581"],"corresponding_institution_ids":["https://openalex.org/I75917431"],"apc_list":null,"apc_paid":null,"fwci":9.9521,"has_fulltext":false,"cited_by_count":26,"citation_normalized_percentile":{"value":0.97924349,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":89,"max":99},"biblio":{"volume":null,"issue":null,"first_page":"867","last_page":"870"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10260","display_name":"Software Engineering Research","score":0.9998999834060669,"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":0.9998999834060669,"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":0.9886999726295471,"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/T14117","display_name":"Integrated Circuits and Semiconductor Failure Analysis","score":0.9821000099182129,"subfield":{"id":"https://openalex.org/subfields/2208","display_name":"Electrical and Electronic Engineering"},"field":{"id":"https://openalex.org/fields/22","display_name":"Engineering"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.5810180306434631},{"id":"https://openalex.org/keywords/reliability-engineering","display_name":"Reliability engineering","score":0.4407746195793152},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.1800069808959961}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5810180306434631},{"id":"https://openalex.org/C200601418","wikidata":"https://www.wikidata.org/wiki/Q2193887","display_name":"Reliability engineering","level":1,"score":0.4407746195793152},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.1800069808959961}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1145/2889160.2889256","is_oa":false,"landing_page_url":"https://doi.org/10.1145/2889160.2889256","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 38th International Conference on Software Engineering Companion","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":15,"referenced_works":["https://openalex.org/W2033418259","https://openalex.org/W2063876764","https://openalex.org/W2067490448","https://openalex.org/W2105776892","https://openalex.org/W2107277166","https://openalex.org/W2118283821","https://openalex.org/W2123279272","https://openalex.org/W2149783794","https://openalex.org/W2151666086","https://openalex.org/W2163837601","https://openalex.org/W2172232422","https://openalex.org/W2367798545","https://openalex.org/W2397486511","https://openalex.org/W2474835145","https://openalex.org/W3124091587"],"related_works":["https://openalex.org/W2748952813","https://openalex.org/W2390279801","https://openalex.org/W2358668433","https://openalex.org/W2376932109","https://openalex.org/W2001405890","https://openalex.org/W2382290278","https://openalex.org/W2478288626","https://openalex.org/W4391913857","https://openalex.org/W2350741829","https://openalex.org/W2530322880"],"abstract_inverted_index":{"Defect":[0],"prediction":[1,28,53,92,136,155],"models":[2,29],"are":[3,24],"used":[4],"to":[5,16,68,148],"pinpoint":[6],"risky":[7],"software":[8],"modules":[9],"and":[10,21,34,49,60,71,88,103,120,132,152],"understand":[11],"past":[12],"pitfalls":[13],"that":[14,23,81,99,108,139],"lead":[15,67],"defective":[17],"modules.":[18],"The":[19],"predictions":[20,70,87,131],"insights":[22,89,133],"derived":[25],"from":[26,63],"defect":[27,52,91,112,135,154],"may":[30],"not":[31,39],"be":[32],"accurate":[33,151],"reliable":[35,153],"if":[36],"researchers":[37,140],"do":[38],"consider":[40],"the":[41,79,86,130],"impact":[42,80,128],"of":[43,51,58,90,97,117,134],"experimental":[44,82,144],"components":[45,83,145],"(e.g.,":[46],"datasets,":[47],"metrics,":[48],"classifiers)":[50],"modelling.":[54],"Therefore,":[55],"a":[56,126],"lack":[57],"awareness":[59],"practical":[61],"guidelines":[62],"previous":[64],"research":[65],"can":[66],"invalid":[69],"unreliable":[72],"insights.":[73],"In":[74],"this":[75],"thesis,":[76],"we":[77,106],"investigate":[78],"have":[84,125],"on":[85,129],"models.":[93,156],"Through":[94],"case":[95],"studies":[96],"systems":[98],"span":[100],"both":[101],"proprietary":[102],"open-source":[104],"domains,":[105],"find":[107],"(1)":[109],"noise":[110],"in":[111,146],"datasets;":[113],"(2)":[114],"parameter":[115],"settings":[116],"classification":[118],"techniques;":[119],"(3)":[121],"model":[122],"validation":[123],"techniques":[124],"large":[127],"models,":[137],"suggesting":[138],"should":[141],"carefully":[142],"select":[143],"order":[147],"produce":[149],"more":[150]},"counts_by_year":[{"year":2025,"cited_by_count":2},{"year":2024,"cited_by_count":1},{"year":2022,"cited_by_count":2},{"year":2021,"cited_by_count":1},{"year":2020,"cited_by_count":5},{"year":2019,"cited_by_count":4},{"year":2018,"cited_by_count":6},{"year":2017,"cited_by_count":3},{"year":2016,"cited_by_count":2}],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}
