{"id":"https://openalex.org/W2911970605","doi":"https://doi.org/10.1145/3299771.3299778","title":"Change-Proneness of Object-Oriented Software Using Combination of Feature Selection Techniques and Ensemble Learning Techniques","display_name":"Change-Proneness of Object-Oriented Software Using Combination of Feature Selection Techniques and Ensemble Learning Techniques","publication_year":2019,"publication_date":"2019-02-08","ids":{"openalex":"https://openalex.org/W2911970605","doi":"https://doi.org/10.1145/3299771.3299778","mag":"2911970605"},"language":"en","primary_location":{"id":"doi:10.1145/3299771.3299778","is_oa":false,"landing_page_url":"https://doi.org/10.1145/3299771.3299778","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 12th Innovations in Software Engineering Conference (formerly known as India Software Engineering Conference)","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/A5009512977","display_name":"Lov Kumar","orcid":null},"institutions":[{"id":"https://openalex.org/I4210101034","display_name":"Birla Institute of Technology and Science - Hyderabad Campus","ror":"https://ror.org/014ctt859","country_code":"IN","type":"education","lineage":["https://openalex.org/I4210101034","https://openalex.org/I74796645"]}],"countries":["IN"],"is_corresponding":true,"raw_author_name":"Lov Kumar","raw_affiliation_strings":["BITS Pilani Hyderabad, India"],"affiliations":[{"raw_affiliation_string":"BITS Pilani Hyderabad, India","institution_ids":["https://openalex.org/I4210101034"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5064122730","display_name":"Sangeeta Lal","orcid":"https://orcid.org/0000-0002-3734-7871"},"institutions":[{"id":"https://openalex.org/I154970844","display_name":"Jaypee Institute of Information Technology","ror":"https://ror.org/05sttyy11","country_code":"IN","type":"education","lineage":["https://openalex.org/I154970844"]}],"countries":["IN"],"is_corresponding":false,"raw_author_name":"Sangeeta Lal","raw_affiliation_strings":["JIIT, Noida"],"affiliations":[{"raw_affiliation_string":"JIIT, Noida","institution_ids":["https://openalex.org/I154970844"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5082867728","display_name":"Anjali Goyal","orcid":"https://orcid.org/0000-0003-3003-9275"},"institutions":[{"id":"https://openalex.org/I129798099","display_name":"The NorthCap University","ror":"https://ror.org/0343j7r38","country_code":"IN","type":"education","lineage":["https://openalex.org/I129798099"]}],"countries":["IN"],"is_corresponding":false,"raw_author_name":"Anjali Goyal","raw_affiliation_strings":["NorthCap University"],"affiliations":[{"raw_affiliation_string":"NorthCap University","institution_ids":["https://openalex.org/I129798099"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5113885636","display_name":"N. L. Bhanu Murthy","orcid":null},"institutions":[{"id":"https://openalex.org/I4210101034","display_name":"Birla Institute of Technology and Science - Hyderabad Campus","ror":"https://ror.org/014ctt859","country_code":"IN","type":"education","lineage":["https://openalex.org/I4210101034","https://openalex.org/I74796645"]}],"countries":["IN"],"is_corresponding":false,"raw_author_name":"N. L. Bhanu Murthy","raw_affiliation_strings":["BITS Pilani Hyderabad, India"],"affiliations":[{"raw_affiliation_string":"BITS Pilani Hyderabad, India","institution_ids":["https://openalex.org/I4210101034"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":4,"corresponding_author_ids":["https://openalex.org/A5009512977"],"corresponding_institution_ids":["https://openalex.org/I4210101034"],"apc_list":null,"apc_paid":null,"fwci":1.3566,"has_fulltext":false,"cited_by_count":12,"citation_normalized_percentile":{"value":0.85297556,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":89,"max":98},"biblio":{"volume":null,"issue":null,"first_page":"1","last_page":"11"},"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":0.9994999766349792,"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/T10743","display_name":"Software Testing and Debugging Techniques","score":0.9986000061035156,"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":0.7838644981384277},{"id":"https://openalex.org/keywords/feature-selection","display_name":"Feature selection","score":0.7422589659690857},{"id":"https://openalex.org/keywords/source-code","display_name":"Source code","score":0.6432548761367798},{"id":"https://openalex.org/keywords/univariate","display_name":"Univariate","score":0.5762031674385071},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.5411862730979919},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.536949872970581},{"id":"https://openalex.org/keywords/wilcoxon-signed-rank-test","display_name":"Wilcoxon signed-rank test","score":0.5255224108695984},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.4895378053188324},{"id":"https://openalex.org/keywords/software-bug","display_name":"Software bug","score":0.47193142771720886},{"id":"https://openalex.org/keywords/regression-testing","display_name":"Regression testing","score":0.45702335238456726},{"id":"https://openalex.org/keywords/code","display_name":"Code (set theory)","score":0.43949878215789795},{"id":"https://openalex.org/keywords/software","display_name":"Software","score":0.4322957992553711},{"id":"https://openalex.org/keywords/feature","display_name":"Feature (linguistics)","score":0.4218772053718567},{"id":"https://openalex.org/keywords/selection","display_name":"Selection (genetic algorithm)","score":0.4177631735801697},{"id":"https://openalex.org/keywords/source-lines-of-code","display_name":"Source lines of code","score":0.41463473439216614},{"id":"https://openalex.org/keywords/multivariate-statistics","display_name":"Multivariate statistics","score":0.3559703230857849},{"id":"https://openalex.org/keywords/set","display_name":"Set (abstract data type)","score":0.33711767196655273},{"id":"https://openalex.org/keywords/software-development","display_name":"Software development","score":0.21554818749427795},{"id":"https://openalex.org/keywords/statistics","display_name":"Statistics","score":0.12510743737220764},{"id":"https://openalex.org/keywords/programming-language","display_name":"Programming language","score":0.10537207126617432},{"id":"https://openalex.org/keywords/software-construction","display_name":"Software construction","score":0.1050439178943634},{"id":"https://openalex.org/keywords/mann\u2013whitney-u-test","display_name":"Mann\u2013Whitney U test","score":0.10428935289382935}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7838644981384277},{"id":"https://openalex.org/C148483581","wikidata":"https://www.wikidata.org/wiki/Q446488","display_name":"Feature selection","level":2,"score":0.7422589659690857},{"id":"https://openalex.org/C43126263","wikidata":"https://www.wikidata.org/wiki/Q128751","display_name":"Source code","level":2,"score":0.6432548761367798},{"id":"https://openalex.org/C199163554","wikidata":"https://www.wikidata.org/wiki/Q1681619","display_name":"Univariate","level":3,"score":0.5762031674385071},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.5411862730979919},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.536949872970581},{"id":"https://openalex.org/C206041023","wikidata":"https://www.wikidata.org/wiki/Q1751970","display_name":"Wilcoxon signed-rank test","level":3,"score":0.5255224108695984},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.4895378053188324},{"id":"https://openalex.org/C1009929","wikidata":"https://www.wikidata.org/wiki/Q179550","display_name":"Software bug","level":3,"score":0.47193142771720886},{"id":"https://openalex.org/C161821725","wikidata":"https://www.wikidata.org/wiki/Q917415","display_name":"Regression testing","level":5,"score":0.45702335238456726},{"id":"https://openalex.org/C2776760102","wikidata":"https://www.wikidata.org/wiki/Q5139990","display_name":"Code (set theory)","level":3,"score":0.43949878215789795},{"id":"https://openalex.org/C2777904410","wikidata":"https://www.wikidata.org/wiki/Q7397","display_name":"Software","level":2,"score":0.4322957992553711},{"id":"https://openalex.org/C2776401178","wikidata":"https://www.wikidata.org/wiki/Q12050496","display_name":"Feature (linguistics)","level":2,"score":0.4218772053718567},{"id":"https://openalex.org/C81917197","wikidata":"https://www.wikidata.org/wiki/Q628760","display_name":"Selection (genetic algorithm)","level":2,"score":0.4177631735801697},{"id":"https://openalex.org/C199519371","wikidata":"https://www.wikidata.org/wiki/Q942695","display_name":"Source lines of code","level":3,"score":0.41463473439216614},{"id":"https://openalex.org/C161584116","wikidata":"https://www.wikidata.org/wiki/Q1952580","display_name":"Multivariate statistics","level":2,"score":0.3559703230857849},{"id":"https://openalex.org/C177264268","wikidata":"https://www.wikidata.org/wiki/Q1514741","display_name":"Set (abstract data type)","level":2,"score":0.33711767196655273},{"id":"https://openalex.org/C529173508","wikidata":"https://www.wikidata.org/wiki/Q638608","display_name":"Software development","level":3,"score":0.21554818749427795},{"id":"https://openalex.org/C105795698","wikidata":"https://www.wikidata.org/wiki/Q12483","display_name":"Statistics","level":1,"score":0.12510743737220764},{"id":"https://openalex.org/C199360897","wikidata":"https://www.wikidata.org/wiki/Q9143","display_name":"Programming language","level":1,"score":0.10537207126617432},{"id":"https://openalex.org/C186846655","wikidata":"https://www.wikidata.org/wiki/Q3398377","display_name":"Software construction","level":4,"score":0.1050439178943634},{"id":"https://openalex.org/C12868164","wikidata":"https://www.wikidata.org/wiki/Q1424533","display_name":"Mann\u2013Whitney U test","level":2,"score":0.10428935289382935},{"id":"https://openalex.org/C138885662","wikidata":"https://www.wikidata.org/wiki/Q5891","display_name":"Philosophy","level":0,"score":0.0},{"id":"https://openalex.org/C41895202","wikidata":"https://www.wikidata.org/wiki/Q8162","display_name":"Linguistics","level":1,"score":0.0},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1145/3299771.3299778","is_oa":false,"landing_page_url":"https://doi.org/10.1145/3299771.3299778","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 12th Innovations in Software Engineering Conference (formerly known as India Software Engineering Conference)","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":10,"referenced_works":["https://openalex.org/W1965139213","https://openalex.org/W1978918172","https://openalex.org/W1993553653","https://openalex.org/W2020453867","https://openalex.org/W2112032657","https://openalex.org/W2121866145","https://openalex.org/W2140190241","https://openalex.org/W2158864412","https://openalex.org/W2159369248","https://openalex.org/W4242261964"],"related_works":["https://openalex.org/W2069729796","https://openalex.org/W2031796104","https://openalex.org/W1560412976","https://openalex.org/W2033235985","https://openalex.org/W3004570974","https://openalex.org/W2763289028","https://openalex.org/W2951653635","https://openalex.org/W4381198270","https://openalex.org/W4213113901","https://openalex.org/W4283697402"],"abstract_inverted_index":{"Change-prone":[0],"modules":[1,35],"are":[2,119],"characterized":[3],"as":[4],"the":[5,9,19,34,58,102,134],"programming":[6],"parts":[7],"in":[8,18],"source":[10,62,76,139],"code":[11,63,77,140],"which":[12,36],"have":[13,37],"high":[14],"probability":[15,40],"to":[16,26,56],"alter":[17],"future.":[20],"Change-proneness":[21],"prediction":[22,135],"helps":[23],"software":[24,106],"testers":[25],"streamline":[27],"and":[28],"concentrate":[29],"their":[30],"testing":[31],"assets":[32],"on":[33],"a":[38,75],"higher":[39],"of":[41,51,61,66,104],"alteration.":[42],"In":[43],"this":[44],"work,":[45],"we":[46],"perform":[47],"an":[48],"empirical":[49],"study":[50],"11":[52],"feature":[53,113],"selection":[54,114],"techniques":[55],"identify":[57],"suitable":[59],"set":[60],"metrics,":[64,68],"out":[65],"21":[67],"for":[69,122],"change-proneness":[70,124],"prediction.":[71],"We":[72,99],"first":[73],"proposed":[74,105],"validation":[78,108],"framework":[79,109],"that":[80,133],"includes":[81],"Wilcoxon":[82],"signed":[83],"rank":[84],"test,":[85],"univariate":[86],"logistic":[87],"regression":[88,95],"analysis,":[89,92],"cross":[90],"correlation":[91],"multivariate":[93],"linear":[94],"stepwise":[96],"forward":[97],"selection.":[98],"then":[100,120],"compared":[101],"results":[103,131],"metrics":[107,141],"(PFST)":[110],"with":[111],"10":[112],"techniques.":[115,147],"The":[116],"selected":[117],"features":[118],"used":[121],"predicting":[123],"using":[125,138],"18":[126],"machine":[127],"learning":[128],"algorithms.":[129],"Experimental":[130],"show":[132],"model":[136],"built":[137],"obtained":[142],"from":[143],"PFST":[144],"outperforms":[145],"other":[146]},"counts_by_year":[{"year":2025,"cited_by_count":4},{"year":2024,"cited_by_count":3},{"year":2023,"cited_by_count":1},{"year":2022,"cited_by_count":2},{"year":2021,"cited_by_count":2}],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}
