{"id":"https://openalex.org/W3135845056","doi":"https://doi.org/10.1142/s0218194021500054","title":"Predicting Software Defects for Object-Oriented Software Using Search-based Techniques","display_name":"Predicting Software Defects for Object-Oriented Software Using Search-based Techniques","publication_year":2021,"publication_date":"2021-02-01","ids":{"openalex":"https://openalex.org/W3135845056","doi":"https://doi.org/10.1142/s0218194021500054","mag":"3135845056"},"language":"en","primary_location":{"is_oa":false,"landing_page_url":"https://doi.org/10.1142/s0218194021500054","pdf_url":null,"source":{"id":"https://openalex.org/S131442419","display_name":"International Journal of Software Engineering and Knowledge Engineering","issn_l":"0218-1940","issn":["0218-1940","1793-6403"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319815","host_organization_name":"World Scientific","host_organization_lineage":["https://openalex.org/P4310319815"],"host_organization_lineage_names":["World Scientific"],"type":"journal"},"license":null,"license_id":null,"version":null,"is_accepted":false,"is_published":false},"type":"article","type_crossref":"journal-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/A5047796614","display_name":"Ruchika Malhotra","orcid":"https://orcid.org/0000-0003-3872-6213"},"institutions":[{"id":"https://openalex.org/I863896202","display_name":"Delhi Technological University","ror":"https://ror.org/01ztcvt22","country_code":"IN","type":"education","lineage":["https://openalex.org/I863896202"]}],"countries":["IN"],"is_corresponding":false,"raw_author_name":"Ruchika Malhotra","raw_affiliation_strings":["Department of Computer Science and Engineering, Delhi Technological University, Delhi, India"],"affiliations":[{"raw_affiliation_string":"Department of Computer Science and Engineering, Delhi Technological University, Delhi, India","institution_ids":["https://openalex.org/I863896202"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5076981412","display_name":"Juhi Jain","orcid":null},"institutions":[{"id":"https://openalex.org/I863896202","display_name":"Delhi Technological University","ror":"https://ror.org/01ztcvt22","country_code":"IN","type":"education","lineage":["https://openalex.org/I863896202"]}],"countries":["IN"],"is_corresponding":false,"raw_author_name":"Juhi Jain","raw_affiliation_strings":["Department of Computer Science and Engineering, Delhi Technological University, Delhi, India"],"affiliations":[{"raw_affiliation_string":"Department of Computer Science and Engineering, Delhi Technological University, Delhi, India","institution_ids":["https://openalex.org/I863896202"]}]}],"institution_assertions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":0.839,"has_fulltext":false,"cited_by_count":3,"citation_normalized_percentile":{"value":0.768257,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":72,"max":76},"biblio":{"volume":"31","issue":"02","first_page":"193","last_page":"215"},"is_retracted":false,"is_paratext":false,"primary_topic":{"id":"https://openalex.org/T10260","display_name":"Software Engineering Research","score":0.9998,"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":0.9998,"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":0.9865,"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/T11975","display_name":"Evolutionary Algorithms and Applications","score":0.9597,"subfield":{"id":"https://openalex.org/subfields/1702","display_name":"Artificial Intelligence"},"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/software-regression","display_name":"Software regression","score":0.4786095},{"id":"https://openalex.org/keywords/software-metric","display_name":"Software metric","score":0.4533793}],"concepts":[{"id":"https://openalex.org/C2777904410","wikidata":"https://www.wikidata.org/wiki/Q7397","display_name":"Software","level":2,"score":0.6428797},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.62267894},{"id":"https://openalex.org/C95623464","wikidata":"https://www.wikidata.org/wiki/Q1096149","display_name":"Classifier (UML)","level":2,"score":0.6020886},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.5749791},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.514826},{"id":"https://openalex.org/C191727507","wikidata":"https://www.wikidata.org/wiki/Q24346","display_name":"Software regression","level":5,"score":0.4786095},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.4751898},{"id":"https://openalex.org/C82214349","wikidata":"https://www.wikidata.org/wiki/Q657339","display_name":"Software metric","level":5,"score":0.4533793},{"id":"https://openalex.org/C2908647359","wikidata":"https://www.wikidata.org/wiki/Q2625603","display_name":"Population","level":2,"score":0.43295756},{"id":"https://openalex.org/C149091818","wikidata":"https://www.wikidata.org/wiki/Q2429814","display_name":"Software system","level":3,"score":0.41516256},{"id":"https://openalex.org/C8880873","wikidata":"https://www.wikidata.org/wiki/Q187787","display_name":"Genetic algorithm","level":2,"score":0.41365618},{"id":"https://openalex.org/C117447612","wikidata":"https://www.wikidata.org/wiki/Q1412670","display_name":"Software quality","level":4,"score":0.3982565},{"id":"https://openalex.org/C529173508","wikidata":"https://www.wikidata.org/wiki/Q638608","display_name":"Software development","level":3,"score":0.3884114},{"id":"https://openalex.org/C111919701","wikidata":"https://www.wikidata.org/wiki/Q9135","display_name":"Operating system","level":1,"score":0.10746509},{"id":"https://openalex.org/C149923435","wikidata":"https://www.wikidata.org/wiki/Q37732","display_name":"Demography","level":1,"score":0.0},{"id":"https://openalex.org/C144024400","wikidata":"https://www.wikidata.org/wiki/Q21201","display_name":"Sociology","level":0,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"is_oa":false,"landing_page_url":"https://doi.org/10.1142/s0218194021500054","pdf_url":null,"source":{"id":"https://openalex.org/S131442419","display_name":"International Journal of Software Engineering and Knowledge Engineering","issn_l":"0218-1940","issn":["0218-1940","1793-6403"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319815","host_organization_name":"World Scientific","host_organization_lineage":["https://openalex.org/P4310319815"],"host_organization_lineage_names":["World Scientific"],"type":"journal"},"license":null,"license_id":null,"version":null,"is_accepted":false,"is_published":false}],"best_oa_location":null,"sustainable_development_goals":[{"score":0.49,"id":"https://metadata.un.org/sdg/8","display_name":"Decent work and economic growth"}],"grants":[],"datasets":[],"versions":[],"referenced_works_count":39,"referenced_works":["https://openalex.org/W134441137","https://openalex.org/W1567602083","https://openalex.org/W1779419669","https://openalex.org/W1989101984","https://openalex.org/W1990750974","https://openalex.org/W2016944307","https://openalex.org/W2024352272","https://openalex.org/W2024650695","https://openalex.org/W2025700486","https://openalex.org/W2026750231","https://openalex.org/W2045761815","https://openalex.org/W2050104787","https://openalex.org/W2098888151","https://openalex.org/W2121866145","https://openalex.org/W2125314042","https://openalex.org/W2134613818","https://openalex.org/W2135547590","https://openalex.org/W2137955320","https://openalex.org/W2138661194","https://openalex.org/W2147265277","https://openalex.org/W2148511931","https://openalex.org/W2148863253","https://openalex.org/W2158698691","https://openalex.org/W2158864412","https://openalex.org/W2167363007","https://openalex.org/W2321890943","https://openalex.org/W2474743723","https://openalex.org/W2568720339","https://openalex.org/W2666681845","https://openalex.org/W26772505","https://openalex.org/W2783657687","https://openalex.org/W2791812915","https://openalex.org/W2808113972","https://openalex.org/W2809021616","https://openalex.org/W2889149598","https://openalex.org/W2981073616","https://openalex.org/W3014718131","https://openalex.org/W4246397592","https://openalex.org/W53194775"],"related_works":["https://openalex.org/W4224250221","https://openalex.org/W3151530686","https://openalex.org/W2981446648","https://openalex.org/W2887123479","https://openalex.org/W2774439323","https://openalex.org/W2183678285","https://openalex.org/W2114733359","https://openalex.org/W2078744341","https://openalex.org/W2029555411","https://openalex.org/W1509265476"],"abstract_inverted_index":{"Development":[0],"without":[1],"any":[2],"defect":[3,85,257],"is":[4,36,56,141],"unsubstantial.":[5],"Timely":[6],"detection":[7],"of":[8,27,53,66,114,123,135,139,167,172,180],"software":[9,70,91,124,158,168,185,192],"defects":[10,71,159],"favors":[11],"the":[12,22,64,111,120,132,145,164,177,190],"proper":[13],"resource":[14],"utilization":[15],"saving":[16,195],"time,":[17],"effort":[18],"and":[19,25,32,99,197,243],"money.":[20],"With":[21],"increasing":[23],"size":[24],"complexity":[26],"software,":[28],"demand":[29],"for":[30,46,68,88,247],"accurate":[31],"efficient":[33],"prediction":[34,86],"models":[35,87],"increasing.":[37],"Recently,":[38],"search-based":[39],"techniques":[40],"(SBTs)":[41],"have":[42],"fascinated":[43],"many":[44],"researchers":[45],"Software":[47],"Defect":[48],"Prediction":[49],"(SDP).":[50],"The":[51,137,154],"goal":[52],"this":[54,77],"study":[55],"to":[57,62,83,108,130,187,253],"conduct":[58],"an":[59],"empirical":[60],"evaluation":[61],"assess":[63],"applicability":[65],"SBTs":[67,80,181,204],"predicting":[69],"in":[72,163],"object-oriented":[73],"(OO)":[74],"softwares.":[75,202],"In":[76],"study,":[78],"16":[79],"are":[81,106,128,251],"exploited":[82],"build":[84],"13":[89],"OO":[90],"projects.":[92],"Stable":[93],"performance":[94],"measures":[95,127],"\u2014":[96,205],"GMean,":[97],"Balance":[98],"Receiver":[100],"Operating":[101],"Characteristic-Area":[102],"Under":[103],"Curve":[104],"(ROC-AUC)":[105],"employed":[107],"probe":[109],"into":[110,118],"predictive":[112],"capability":[113],"developed":[115],"models,":[116],"taking":[117],"consideration":[119],"imbalanced":[121],"nature":[122],"datasets.":[125],"Proper":[126],"taken":[129],"handle":[131],"stochastic":[133],"behavior":[134],"SBTs.":[136,173],"significance":[138],"results":[140,155],"statistically":[142,255],"validated":[143],"using":[144],"Friedman":[146],"test":[147],"complied":[148],"with":[149,170,220,229],"Wilcoxon":[150],"post":[151],"hoc":[152],"analysis.":[153],"confirm":[156],"that":[157,182],"can":[160],"be":[161,254],"detected":[162],"early":[165],"phases":[166],"development":[169],"help":[171],"This":[174],"paper":[175],"identifies":[176],"effective":[178],"subset":[179],"will":[183],"aid":[184],"practitioners":[186],"timely":[188],"detect":[189],"probable":[191],"defects,":[193],"therefore,":[194],"resources":[196],"bringing":[198],"up":[199],"good":[200,256],"quality":[201],"Eight":[203],"sUpervised":[206],"Classification":[207],"System":[208,219,228,237],"(UCS),":[209],"Bioinformatics-oriented":[210],"hierarchical":[211],"evolutionary":[212],"learning":[213],"(BIOHEL),":[214],"CHC,":[215],"Genetic":[216,225,245],"Algorithm-based":[217,226],"Classifier":[218,227,236],"Adaptive":[221],"Discretization":[222],"Intervals":[223],"(GA_ADI),":[224],"Intervalar":[230],"Rule":[231],"(GA_INT),":[232],"Memetic":[233],"Pittsburgh":[234],"Learning":[235,241],"(MPLCS),":[238],"Population-Based":[239],"Incremental":[240],"(PBIL)":[242],"Steady-State":[244],"Algorithm":[246],"Instance":[248],"Selection":[249],"(SGA)":[250],"found":[252],"predictors.":[258]},"cited_by_api_url":"https://api.openalex.org/works?filter=cites:W3135845056","counts_by_year":[{"year":2023,"cited_by_count":2},{"year":2021,"cited_by_count":1}],"updated_date":"2024-12-15T15:15:34.448497","created_date":"2021-03-15"}