{"id":"https://openalex.org/W2058385154","doi":"https://doi.org/10.1142/s0218194012500179","title":"LEARNING BETTER INSPECTION OPTIMIZATION POLICIES","display_name":"LEARNING BETTER INSPECTION OPTIMIZATION POLICIES","publication_year":2012,"publication_date":"2012-08-01","ids":{"openalex":"https://openalex.org/W2058385154","doi":"https://doi.org/10.1142/s0218194012500179","mag":"2058385154"},"language":"en","primary_location":{"id":"doi:10.1142/s0218194012500179","is_oa":false,"landing_page_url":"https://doi.org/10.1142/s0218194012500179","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":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"International Journal of Software Engineering and Knowledge Engineering","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/A5035597558","display_name":"Markus Lumpe","orcid":null},"institutions":[{"id":"https://openalex.org/I57093077","display_name":"Swinburne University of Technology","ror":"https://ror.org/031rekg67","country_code":"AU","type":"education","lineage":["https://openalex.org/I57093077"]}],"countries":["AU"],"is_corresponding":false,"raw_author_name":"MARKUS LUMPE","raw_affiliation_strings":["Faculty of ICT, Swinburne University of Technology, Hawthorn, Australia"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Faculty of ICT, Swinburne University of Technology, Hawthorn, Australia","institution_ids":["https://openalex.org/I57093077"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5030486012","display_name":"Rajesh Vasa","orcid":"https://orcid.org/0000-0003-4805-1467"},"institutions":[{"id":"https://openalex.org/I57093077","display_name":"Swinburne University of Technology","ror":"https://ror.org/031rekg67","country_code":"AU","type":"education","lineage":["https://openalex.org/I57093077"]}],"countries":["AU"],"is_corresponding":false,"raw_author_name":"RAJESH VASA","raw_affiliation_strings":["Faculty of ICT, Swinburne University of Technology, Hawthorn, Australia"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Faculty of ICT, Swinburne University of Technology, Hawthorn, Australia","institution_ids":["https://openalex.org/I57093077"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5077008083","display_name":"Tim Menzies","orcid":"https://orcid.org/0000-0002-5040-3196"},"institutions":[{"id":"https://openalex.org/I12097938","display_name":"West Virginia University","ror":"https://ror.org/011vxgd24","country_code":"US","type":"education","lineage":["https://openalex.org/I12097938"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"TIM MENZIES","raw_affiliation_strings":["CSEE, West Virginia University, Morgantown, West Virginia, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"CSEE, West Virginia University, Morgantown, West Virginia, USA","institution_ids":["https://openalex.org/I12097938"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5003013950","display_name":"REBECCA RUSH","orcid":null},"institutions":[{"id":"https://openalex.org/I12097938","display_name":"West Virginia University","ror":"https://ror.org/011vxgd24","country_code":"US","type":"education","lineage":["https://openalex.org/I12097938"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"REBECCA RUSH","raw_affiliation_strings":["CSEE, West Virginia University, Morgantown, West Virginia, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"CSEE, West Virginia University, Morgantown, West Virginia, USA","institution_ids":["https://openalex.org/I12097938"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5044710601","display_name":"Burak Turhan","orcid":"https://orcid.org/0000-0003-1511-2163"},"institutions":[{"id":"https://openalex.org/I98381234","display_name":"University of Oulu","ror":"https://ror.org/03yj89h83","country_code":"FI","type":"education","lineage":["https://openalex.org/I98381234"]}],"countries":["FI"],"is_corresponding":false,"raw_author_name":"BURAK TURHAN","raw_affiliation_strings":["Info Processing Science, University of Oulu, Oulu, Finland"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Info Processing Science, University of Oulu, Oulu, Finland","institution_ids":["https://openalex.org/I98381234"]}]}],"institutions":[],"countries_distinct_count":3,"institutions_distinct_count":3,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":5.8371,"has_fulltext":false,"cited_by_count":16,"citation_normalized_percentile":{"value":0.95903157,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":89,"max":97},"biblio":{"volume":"22","issue":"05","first_page":"621","last_page":"644"},"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/T11675","display_name":"Open Source Software Innovations","score":0.9945999979972839,"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"}},{"id":"https://openalex.org/T12423","display_name":"Software Reliability and Analysis Research","score":0.9814000129699707,"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":0.7808983325958252},{"id":"https://openalex.org/keywords/java","display_name":"Java","score":0.6862281560897827},{"id":"https://openalex.org/keywords/code","display_name":"Code (set theory)","score":0.6373264193534851},{"id":"https://openalex.org/keywords/context","display_name":"Context (archaeology)","score":0.598473310470581},{"id":"https://openalex.org/keywords/set","display_name":"Set (abstract data type)","score":0.5892302989959717},{"id":"https://openalex.org/keywords/source-lines-of-code","display_name":"Source lines of code","score":0.5827224850654602},{"id":"https://openalex.org/keywords/task","display_name":"Task (project management)","score":0.5313255190849304},{"id":"https://openalex.org/keywords/source-code","display_name":"Source code","score":0.4839937686920166},{"id":"https://openalex.org/keywords/software-inspection","display_name":"Software inspection","score":0.47053393721580505},{"id":"https://openalex.org/keywords/software-metric","display_name":"Software metric","score":0.4616377055644989},{"id":"https://openalex.org/keywords/software","display_name":"Software","score":0.4367966055870056},{"id":"https://openalex.org/keywords/software-engineering","display_name":"Software engineering","score":0.422349214553833},{"id":"https://openalex.org/keywords/program-optimization","display_name":"Program optimization","score":0.41794461011886597},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.40310004353523254},{"id":"https://openalex.org/keywords/software-quality","display_name":"Software quality","score":0.39684200286865234},{"id":"https://openalex.org/keywords/data-science","display_name":"Data science","score":0.3952258229255676},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.38599786162376404},{"id":"https://openalex.org/keywords/software-development","display_name":"Software development","score":0.2923387885093689},{"id":"https://openalex.org/keywords/programming-language","display_name":"Programming language","score":0.1896965205669403},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.11970195174217224}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7808983325958252},{"id":"https://openalex.org/C548217200","wikidata":"https://www.wikidata.org/wiki/Q251","display_name":"Java","level":2,"score":0.6862281560897827},{"id":"https://openalex.org/C2776760102","wikidata":"https://www.wikidata.org/wiki/Q5139990","display_name":"Code (set theory)","level":3,"score":0.6373264193534851},{"id":"https://openalex.org/C2779343474","wikidata":"https://www.wikidata.org/wiki/Q3109175","display_name":"Context (archaeology)","level":2,"score":0.598473310470581},{"id":"https://openalex.org/C177264268","wikidata":"https://www.wikidata.org/wiki/Q1514741","display_name":"Set (abstract data type)","level":2,"score":0.5892302989959717},{"id":"https://openalex.org/C199519371","wikidata":"https://www.wikidata.org/wiki/Q942695","display_name":"Source lines of code","level":3,"score":0.5827224850654602},{"id":"https://openalex.org/C2780451532","wikidata":"https://www.wikidata.org/wiki/Q759676","display_name":"Task (project management)","level":2,"score":0.5313255190849304},{"id":"https://openalex.org/C43126263","wikidata":"https://www.wikidata.org/wiki/Q128751","display_name":"Source code","level":2,"score":0.4839937686920166},{"id":"https://openalex.org/C10272871","wikidata":"https://www.wikidata.org/wiki/Q929972","display_name":"Software inspection","level":5,"score":0.47053393721580505},{"id":"https://openalex.org/C82214349","wikidata":"https://www.wikidata.org/wiki/Q657339","display_name":"Software metric","level":5,"score":0.4616377055644989},{"id":"https://openalex.org/C2777904410","wikidata":"https://www.wikidata.org/wiki/Q7397","display_name":"Software","level":2,"score":0.4367966055870056},{"id":"https://openalex.org/C115903868","wikidata":"https://www.wikidata.org/wiki/Q80993","display_name":"Software engineering","level":1,"score":0.422349214553833},{"id":"https://openalex.org/C139571649","wikidata":"https://www.wikidata.org/wiki/Q1156793","display_name":"Program optimization","level":3,"score":0.41794461011886597},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.40310004353523254},{"id":"https://openalex.org/C117447612","wikidata":"https://www.wikidata.org/wiki/Q1412670","display_name":"Software quality","level":4,"score":0.39684200286865234},{"id":"https://openalex.org/C2522767166","wikidata":"https://www.wikidata.org/wiki/Q2374463","display_name":"Data science","level":1,"score":0.3952258229255676},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.38599786162376404},{"id":"https://openalex.org/C529173508","wikidata":"https://www.wikidata.org/wiki/Q638608","display_name":"Software development","level":3,"score":0.2923387885093689},{"id":"https://openalex.org/C199360897","wikidata":"https://www.wikidata.org/wiki/Q9143","display_name":"Programming language","level":1,"score":0.1896965205669403},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.11970195174217224},{"id":"https://openalex.org/C86803240","wikidata":"https://www.wikidata.org/wiki/Q420","display_name":"Biology","level":0,"score":0.0},{"id":"https://openalex.org/C201995342","wikidata":"https://www.wikidata.org/wiki/Q682496","display_name":"Systems engineering","level":1,"score":0.0},{"id":"https://openalex.org/C169590947","wikidata":"https://www.wikidata.org/wiki/Q47506","display_name":"Compiler","level":2,"score":0.0},{"id":"https://openalex.org/C151730666","wikidata":"https://www.wikidata.org/wiki/Q7205","display_name":"Paleontology","level":1,"score":0.0}],"mesh":[],"locations_count":3,"locations":[{"id":"doi:10.1142/s0218194012500179","is_oa":false,"landing_page_url":"https://doi.org/10.1142/s0218194012500179","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":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"International Journal of Software Engineering and Knowledge Engineering","raw_type":"journal-article"},{"id":"pmh:oai:dro.deakin.edu.au:DU:30104611","is_oa":false,"landing_page_url":null,"pdf_url":null,"source":{"id":"https://openalex.org/S4306401102","display_name":"Own your potential (DEAKIN)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I149704539","host_organization_name":"Deakin University","host_organization_lineage":["https://openalex.org/I149704539"],"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:researchbank.swinburne.edu.au:32a1e8a2-2aa6-4ffc-aec0-a61ecea98ebe/1","is_oa":false,"landing_page_url":"http://hdl.handle.net/1959.3/237249","pdf_url":null,"source":{"id":"https://openalex.org/S4306401157","display_name":"Swinburne Research Bank (Swinburne University of Technology)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I57093077","host_organization_name":"Swinburne University of Technology","host_organization_lineage":["https://openalex.org/I57093077"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"International Journal of Software Engineering and Knowledge Engineering, Vol. 22, no. 5 (Aug 2012), pp. 621-644","raw_type":null}],"best_oa_location":null,"sustainable_development_goals":[{"display_name":"Quality Education","score":0.699999988079071,"id":"https://metadata.un.org/sdg/4"}],"awards":[],"funders":[{"id":"https://openalex.org/F4320320973","display_name":"Swinburne University of Technology","ror":"https://ror.org/031rekg67"},{"id":"https://openalex.org/F4320323692","display_name":"Oulun Yliopisto","ror":"https://ror.org/03yj89h83"}],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":70,"referenced_works":["https://openalex.org/W55629263","https://openalex.org/W168970045","https://openalex.org/W182109978","https://openalex.org/W1496447628","https://openalex.org/W1507777432","https://openalex.org/W1548603779","https://openalex.org/W1587315015","https://openalex.org/W1961761736","https://openalex.org/W1964795700","https://openalex.org/W1964962870","https://openalex.org/W1989664908","https://openalex.org/W1990259865","https://openalex.org/W1991511247","https://openalex.org/W2003934931","https://openalex.org/W2005943993","https://openalex.org/W2007347131","https://openalex.org/W2015729052","https://openalex.org/W2021503621","https://openalex.org/W2027483357","https://openalex.org/W2046434103","https://openalex.org/W2066636486","https://openalex.org/W2074308067","https://openalex.org/W2081917329","https://openalex.org/W2082314767","https://openalex.org/W2083352779","https://openalex.org/W2085575316","https://openalex.org/W2096491586","https://openalex.org/W2100945416","https://openalex.org/W2101227285","https://openalex.org/W2104329051","https://openalex.org/W2104882279","https://openalex.org/W2105300539","https://openalex.org/W2105776892","https://openalex.org/W2107692981","https://openalex.org/W2110155099","https://openalex.org/W2110229593","https://openalex.org/W2110431240","https://openalex.org/W2115115725","https://openalex.org/W2118024368","https://openalex.org/W2121866145","https://openalex.org/W2125739252","https://openalex.org/W2132166479","https://openalex.org/W2135198476","https://openalex.org/W2135250985","https://openalex.org/W2137235241","https://openalex.org/W2139085711","https://openalex.org/W2139164805","https://openalex.org/W2139855137","https://openalex.org/W2143085507","https://openalex.org/W2143878618","https://openalex.org/W2144074687","https://openalex.org/W2144756378","https://openalex.org/W2148484494","https://openalex.org/W2150478336","https://openalex.org/W2151553346","https://openalex.org/W2154941560","https://openalex.org/W2157371319","https://openalex.org/W2158864412","https://openalex.org/W2160538621","https://openalex.org/W2160928200","https://openalex.org/W2160958420","https://openalex.org/W2171685678","https://openalex.org/W2914153747","https://openalex.org/W3103937105","https://openalex.org/W3141989311","https://openalex.org/W4210551050","https://openalex.org/W4239812996","https://openalex.org/W4242907487","https://openalex.org/W4285719527","https://openalex.org/W4300819821"],"related_works":["https://openalex.org/W2078744341","https://openalex.org/W2029555411","https://openalex.org/W1992074508","https://openalex.org/W2774439323","https://openalex.org/W3151530686","https://openalex.org/W1509265476","https://openalex.org/W2981446648","https://openalex.org/W2183678285","https://openalex.org/W2159730313","https://openalex.org/W2975512365"],"abstract_inverted_index":{"Recent":[0],"research":[1],"has":[2],"shown":[3],"the":[4,16,83,86,114,121,133,142,146,166],"value":[5],"of":[6,71,116,123,136,148,168,171],"social":[7,21],"metrics":[8,41,74,182],"for":[9,19,131,187],"defect":[10,61],"prediction.":[11],"Yet":[12],"many":[13],"repositories":[14],"lack":[15,105],"information":[17],"required":[18],"a":[20,69,127,161,174],"analysis.":[22],"So,":[23],"what":[24,77],"other":[25],"means":[26],"exist":[27],"to":[28,75,140],"infer":[29],"how":[30],"developers":[31,87],"interact":[32],"around":[33],"their":[34,46],"code?":[35],"One":[36],"option":[37],"is":[38],"static":[39,72,180],"code":[40,73,137,181],"that":[42,104,129,178],"have":[43],"already":[44],"demonstrated":[45],"usefulness":[47],"in":[48,51,60,99,120,138],"analyzing":[49],"change":[50],"evolving":[52],"software":[53],"systems.":[54],"But":[55],"do":[56],"they":[57],"also":[58],"help":[59],"prediction?":[62],"To":[63],"address":[64],"this":[65],"question":[66],"we":[67,112,176],"selected":[68],"set":[70,170],"determine":[76],"classes":[78,84],"are":[79,183],"most":[80,143],"\"active\"":[81],"(i.e.,":[82],"where":[85],"spend":[88],"much":[89],"time":[90],"interacting":[91],"with":[92],"each":[93],"other's":[94],"design":[95],"and":[96],"implementation":[97],"decisions)":[98],"33":[100],"open-source":[101],"Java":[102],"systems":[103],"details":[106],"about":[107],"individual":[108],"developers.":[109],"In":[110],"particular,":[111],"assessed":[113],"merit":[115],"these":[117,151],"activity-centric":[118,179],"measures":[119,153],"context":[122],"\"inspection":[124],"optimization\"":[125],"\u2014":[126],"technique":[128],"allows":[130],"reading":[132],"fewest":[134],"lines":[135],"order":[139],"find":[141],"defects.":[144,188],"For":[145],"task":[147],"inspection":[149],"optimization":[150],"activity":[152],"perform":[154],"as":[155,157],"well":[156],"(usually,":[158],"within":[159],"4%)":[160],"theoretical":[162],"upper":[163],"bound":[164],"on":[165],"performance":[167],"any":[169],"measures.":[172],"As":[173],"result,":[175],"argue":[177],"an":[184],"excellent":[185],"predictor":[186]},"counts_by_year":[{"year":2023,"cited_by_count":1},{"year":2022,"cited_by_count":1},{"year":2021,"cited_by_count":2},{"year":2018,"cited_by_count":2},{"year":2017,"cited_by_count":1},{"year":2016,"cited_by_count":1},{"year":2015,"cited_by_count":2},{"year":2014,"cited_by_count":3},{"year":2013,"cited_by_count":2},{"year":2012,"cited_by_count":1}],"updated_date":"2026-05-21T06:26:12.895304","created_date":"2025-10-10T00:00:00"}