{"id":"https://openalex.org/W4308627577","doi":"https://doi.org/10.1145/3549034.3561177","title":"On the application of machine learning models to assess and predict software reusability","display_name":"On the application of machine learning models to assess and predict software reusability","publication_year":2022,"publication_date":"2022-11-07","ids":{"openalex":"https://openalex.org/W4308627577","doi":"https://doi.org/10.1145/3549034.3561177"},"language":"en","primary_location":{"id":"doi:10.1145/3549034.3561177","is_oa":false,"landing_page_url":"https://doi.org/10.1145/3549034.3561177","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 6th International Workshop on Machine Learning Techniques for Software Quality Evaluation","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/A5013209158","display_name":"Matthew Yit Hang Yeow","orcid":"https://orcid.org/0000-0003-4065-3041"},"institutions":[{"id":"https://openalex.org/I11662577","display_name":"Monash University Malaysia","ror":"https://ror.org/00yncr324","country_code":"MY","type":"education","lineage":["https://openalex.org/I11662577"]}],"countries":["MY"],"is_corresponding":true,"raw_author_name":"Matthew Yit Hang Yeow","raw_affiliation_strings":["Monash University, Malaysia"],"affiliations":[{"raw_affiliation_string":"Monash University, Malaysia","institution_ids":["https://openalex.org/I11662577"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5024635381","display_name":"Chun Yong Chong","orcid":"https://orcid.org/0000-0003-1164-0049"},"institutions":[{"id":"https://openalex.org/I11662577","display_name":"Monash University Malaysia","ror":"https://ror.org/00yncr324","country_code":"MY","type":"education","lineage":["https://openalex.org/I11662577"]}],"countries":["MY"],"is_corresponding":false,"raw_author_name":"Chun Yong Chong","raw_affiliation_strings":["Monash University, Malaysia"],"affiliations":[{"raw_affiliation_string":"Monash University, Malaysia","institution_ids":["https://openalex.org/I11662577"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5046137969","display_name":"Mei Kuan Lim","orcid":"https://orcid.org/0000-0001-8834-9933"},"institutions":[{"id":"https://openalex.org/I11662577","display_name":"Monash University Malaysia","ror":"https://ror.org/00yncr324","country_code":"MY","type":"education","lineage":["https://openalex.org/I11662577"]}],"countries":["MY"],"is_corresponding":false,"raw_author_name":"Mei Kuan Lim","raw_affiliation_strings":["Monash University, Malaysia"],"affiliations":[{"raw_affiliation_string":"Monash University, Malaysia","institution_ids":["https://openalex.org/I11662577"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":3,"corresponding_author_ids":["https://openalex.org/A5013209158"],"corresponding_institution_ids":["https://openalex.org/I11662577"],"apc_list":null,"apc_paid":null,"fwci":2.4252,"has_fulltext":false,"cited_by_count":8,"citation_normalized_percentile":{"value":0.91129393,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":91,"max":98},"biblio":{"volume":null,"issue":null,"first_page":"17","last_page":"22"},"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":0.9973000288009644,"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/T11675","display_name":"Open Source Software Innovations","score":0.9829000234603882,"subfield":{"id":"https://openalex.org/subfields/1706","display_name":"Computer Science Applications"},"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":0.7461850047111511},{"id":"https://openalex.org/keywords/software-quality","display_name":"Software quality","score":0.622394323348999},{"id":"https://openalex.org/keywords/software-construction","display_name":"Software construction","score":0.6112493872642517},{"id":"https://openalex.org/keywords/reuse","display_name":"Reuse","score":0.5779390335083008},{"id":"https://openalex.org/keywords/software-development","display_name":"Software development","score":0.5760424733161926},{"id":"https://openalex.org/keywords/software-sizing","display_name":"Software sizing","score":0.5354998111724854},{"id":"https://openalex.org/keywords/software-metric","display_name":"Software metric","score":0.5212365388870239},{"id":"https://openalex.org/keywords/software-engineering","display_name":"Software engineering","score":0.516704797744751},{"id":"https://openalex.org/keywords/reusability","display_name":"Reusability","score":0.498643159866333},{"id":"https://openalex.org/keywords/software","display_name":"Software","score":0.4879724383354187},{"id":"https://openalex.org/keywords/verification-and-validation","display_name":"Verification and validation","score":0.4552704989910126},{"id":"https://openalex.org/keywords/leverage","display_name":"Leverage (statistics)","score":0.4253818988800049},{"id":"https://openalex.org/keywords/component-based-software-engineering","display_name":"Component-based software engineering","score":0.41496044397354126},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.36634886264801025},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.11686831712722778},{"id":"https://openalex.org/keywords/operating-system","display_name":"Operating system","score":0.0941724181175232}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7461850047111511},{"id":"https://openalex.org/C117447612","wikidata":"https://www.wikidata.org/wiki/Q1412670","display_name":"Software quality","level":4,"score":0.622394323348999},{"id":"https://openalex.org/C186846655","wikidata":"https://www.wikidata.org/wiki/Q3398377","display_name":"Software construction","level":4,"score":0.6112493872642517},{"id":"https://openalex.org/C206588197","wikidata":"https://www.wikidata.org/wiki/Q846574","display_name":"Reuse","level":2,"score":0.5779390335083008},{"id":"https://openalex.org/C529173508","wikidata":"https://www.wikidata.org/wiki/Q638608","display_name":"Software development","level":3,"score":0.5760424733161926},{"id":"https://openalex.org/C201515116","wikidata":"https://www.wikidata.org/wiki/Q7554363","display_name":"Software sizing","level":5,"score":0.5354998111724854},{"id":"https://openalex.org/C82214349","wikidata":"https://www.wikidata.org/wiki/Q657339","display_name":"Software metric","level":5,"score":0.5212365388870239},{"id":"https://openalex.org/C115903868","wikidata":"https://www.wikidata.org/wiki/Q80993","display_name":"Software engineering","level":1,"score":0.516704797744751},{"id":"https://openalex.org/C137981799","wikidata":"https://www.wikidata.org/wiki/Q1369184","display_name":"Reusability","level":3,"score":0.498643159866333},{"id":"https://openalex.org/C2777904410","wikidata":"https://www.wikidata.org/wiki/Q7397","display_name":"Software","level":2,"score":0.4879724383354187},{"id":"https://openalex.org/C48002344","wikidata":"https://www.wikidata.org/wiki/Q2919644","display_name":"Verification and validation","level":2,"score":0.4552704989910126},{"id":"https://openalex.org/C153083717","wikidata":"https://www.wikidata.org/wiki/Q6535263","display_name":"Leverage (statistics)","level":2,"score":0.4253818988800049},{"id":"https://openalex.org/C174683762","wikidata":"https://www.wikidata.org/wiki/Q609588","display_name":"Component-based software engineering","level":4,"score":0.41496044397354126},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.36634886264801025},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.11686831712722778},{"id":"https://openalex.org/C111919701","wikidata":"https://www.wikidata.org/wiki/Q9135","display_name":"Operating system","level":1,"score":0.0941724181175232},{"id":"https://openalex.org/C548081761","wikidata":"https://www.wikidata.org/wiki/Q180388","display_name":"Waste management","level":1,"score":0.0},{"id":"https://openalex.org/C21547014","wikidata":"https://www.wikidata.org/wiki/Q1423657","display_name":"Operations management","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1145/3549034.3561177","is_oa":false,"landing_page_url":"https://doi.org/10.1145/3549034.3561177","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 6th International Workshop on Machine Learning Techniques for Software Quality Evaluation","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[{"display_name":"Industry, innovation and infrastructure","id":"https://metadata.un.org/sdg/9","score":0.5600000023841858}],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":24,"referenced_works":["https://openalex.org/W19752705","https://openalex.org/W38467096","https://openalex.org/W1996148107","https://openalex.org/W2086585198","https://openalex.org/W2109051705","https://openalex.org/W2153704451","https://openalex.org/W2158864412","https://openalex.org/W2240612763","https://openalex.org/W2291780236","https://openalex.org/W2469414321","https://openalex.org/W2503836346","https://openalex.org/W2769204985","https://openalex.org/W2790805934","https://openalex.org/W2799337706","https://openalex.org/W2806437241","https://openalex.org/W2962720981","https://openalex.org/W2974404997","https://openalex.org/W3014646158","https://openalex.org/W3022013310","https://openalex.org/W3042019745","https://openalex.org/W3192664314","https://openalex.org/W4214871480","https://openalex.org/W4239408398","https://openalex.org/W4393660338"],"related_works":["https://openalex.org/W2068483578","https://openalex.org/W2182881874","https://openalex.org/W2893321311","https://openalex.org/W2297977258","https://openalex.org/W2207606681","https://openalex.org/W3014006153","https://openalex.org/W2031021105","https://openalex.org/W2548001153","https://openalex.org/W2005759781","https://openalex.org/W2545684011"],"abstract_inverted_index":{"Software":[0],"reuse":[1,28,124,180],"has":[2],"proven":[3],"to":[4,11,40,53,105,121,178],"be":[5],"an":[6,132],"effective":[7],"strategy":[8],"for":[9],"developers":[10],"significantly":[12],"increase":[13,19],"software":[14,23,27,48,88,119,123,153,157],"quality,":[15],"reduce":[16,34],"costs":[17],"and":[18,37,44,73,97,117,142],"the":[20,35,69,79,102,173,179,182],"effectiveness":[21],"of":[22,56,71,81,134,168,181],"development.":[24],"Research":[25],"in":[26,68,86,139,176],"typically":[29],"addresses":[30],"two":[31],"main":[32],"hurdles:":[33],"time":[36],"effort":[38],"required":[39],"identify":[41],"reusable":[42],"candidates,":[43],"avoid":[45],"selecting":[46],"low-quality":[47],"components":[49],"that":[50,155,163],"may":[51],"lead":[52],"higher":[54],"cost":[55],"development":[57],"(i.e.,":[58,166],"solving":[59],"bugs,":[60],"errors,":[61],"refactoring).":[62],"Inherently,":[63],"human":[64],"judgment":[65],"falls":[66],"short":[67],"aspect":[70],"reliability":[72],"effectiveness.":[74],"Hence":[75],"this":[76],"paper":[77],"investigates":[78],"applicability":[80],"Machine":[82],"Learning":[83],"(ML)":[84],"algorithms":[85],"assessing":[87],"reuse.":[89,107],"We":[90,108],"collected":[91],"more":[92],"than":[93],"32k":[94],"open-source":[95],"projects":[96],"employed":[98],"GitHub":[99],"fork":[100],"as":[101],"ground":[103],"truth":[104],"its":[106],"developed":[109],"ML":[110,128],"classification":[111,129],"pipelines":[112],"based":[113],"on":[114],"both":[115],"internal":[116],"external":[118],"metrics":[120,165],"perform":[122],"prediction.":[125],"Our":[126,160],"best-performing":[127],"model":[130],"achieved":[131],"accuracy":[133],"86%,":[135],"outperforming":[136],"existing":[137],"research":[138],"prediction":[140],"performance":[141],"data":[143],"coverage.":[144],"Subsequently,":[145],"we":[146],"leverage":[147],"our":[148],"results":[149,161],"by":[150],"identifying":[151],"key":[152],"characteristics":[154],"make":[156],"highly":[158],"reusable.":[159],"show":[162],"size-related":[164],"number":[167],"setters,":[169],"methods,":[170],"attributes)":[171],"are":[172],"most":[174],"impactful":[175],"contributing":[177],"software.":[183]},"counts_by_year":[{"year":2025,"cited_by_count":1},{"year":2024,"cited_by_count":2},{"year":2023,"cited_by_count":5}],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}
