{"id":"https://openalex.org/W1996713761","doi":"https://doi.org/10.1142/s0218194008003969","title":"IMPROVING SOFTWARE RELIABILITY MODELING USING MACHINE LEARNING TECHNIQUES","display_name":"IMPROVING SOFTWARE RELIABILITY MODELING USING MACHINE LEARNING TECHNIQUES","publication_year":2008,"publication_date":"2008-11-01","ids":{"openalex":"https://openalex.org/W1996713761","doi":"https://doi.org/10.1142/s0218194008003969","mag":"1996713761"},"language":"en","primary_location":{"id":"doi:10.1142/s0218194008003969","is_oa":false,"landing_page_url":"https://doi.org/10.1142/s0218194008003969","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/A5083972477","display_name":"Fengzhong Zou","orcid":null},"institutions":[{"id":"https://openalex.org/I129604602","display_name":"The University of Sydney","ror":"https://ror.org/0384j8v12","country_code":"AU","type":"education","lineage":["https://openalex.org/I129604602"]}],"countries":["AU"],"is_corresponding":false,"raw_author_name":"FENGZHONG ZOU","raw_affiliation_strings":["School of Information Technologies Building J12, University of Sydney, 1 Cleveland Street, NSW 2006, Australia"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Information Technologies Building J12, University of Sydney, 1 Cleveland Street, NSW 2006, Australia","institution_ids":["https://openalex.org/I129604602"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5036670654","display_name":"Joseph G. Davis","orcid":"https://orcid.org/0000-0001-9871-8771"},"institutions":[{"id":"https://openalex.org/I129604602","display_name":"The University of Sydney","ror":"https://ror.org/0384j8v12","country_code":"AU","type":"education","lineage":["https://openalex.org/I129604602"]}],"countries":["AU"],"is_corresponding":false,"raw_author_name":"JOSEPH DAVIS","raw_affiliation_strings":["School of Information Technologies Building J12, University of Sydney, 1 Cleveland Street, NSW 2006, Australia"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Information Technologies Building J12, University of Sydney, 1 Cleveland Street, NSW 2006, Australia","institution_ids":["https://openalex.org/I129604602"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":2,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":0.5201,"has_fulltext":false,"cited_by_count":4,"citation_normalized_percentile":{"value":0.73016422,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":89,"max":98},"biblio":{"volume":"18","issue":"07","first_page":"965","last_page":"986"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T12423","display_name":"Software Reliability and Analysis Research","score":1.0,"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"}},"topics":[{"id":"https://openalex.org/T12423","display_name":"Software Reliability and Analysis Research","score":1.0,"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/T10780","display_name":"Reliability and Maintenance Optimization","score":0.9944000244140625,"subfield":{"id":"https://openalex.org/subfields/2213","display_name":"Safety, Risk, Reliability and Quality"},"field":{"id":"https://openalex.org/fields/22","display_name":"Engineering"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T10968","display_name":"Statistical Distribution Estimation and Applications","score":0.9932000041007996,"subfield":{"id":"https://openalex.org/subfields/2613","display_name":"Statistics and Probability"},"field":{"id":"https://openalex.org/fields/26","display_name":"Mathematics"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.7182897925376892},{"id":"https://openalex.org/keywords/software-quality","display_name":"Software quality","score":0.6831734776496887},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.6208140254020691},{"id":"https://openalex.org/keywords/reliability","display_name":"Reliability (semiconductor)","score":0.5696008801460266},{"id":"https://openalex.org/keywords/software","display_name":"Software","score":0.5429723858833313},{"id":"https://openalex.org/keywords/support-vector-machine","display_name":"Support vector machine","score":0.5087209343910217},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.48946893215179443},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.46959295868873596},{"id":"https://openalex.org/keywords/software-metric","display_name":"Software metric","score":0.445342481136322},{"id":"https://openalex.org/keywords/noise","display_name":"Noise (video)","score":0.41461181640625},{"id":"https://openalex.org/keywords/reliability-engineering","display_name":"Reliability engineering","score":0.36524128913879395},{"id":"https://openalex.org/keywords/software-development","display_name":"Software development","score":0.29899924993515015},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.13300028443336487}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7182897925376892},{"id":"https://openalex.org/C117447612","wikidata":"https://www.wikidata.org/wiki/Q1412670","display_name":"Software quality","level":4,"score":0.6831734776496887},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.6208140254020691},{"id":"https://openalex.org/C43214815","wikidata":"https://www.wikidata.org/wiki/Q7310987","display_name":"Reliability (semiconductor)","level":3,"score":0.5696008801460266},{"id":"https://openalex.org/C2777904410","wikidata":"https://www.wikidata.org/wiki/Q7397","display_name":"Software","level":2,"score":0.5429723858833313},{"id":"https://openalex.org/C12267149","wikidata":"https://www.wikidata.org/wiki/Q282453","display_name":"Support vector machine","level":2,"score":0.5087209343910217},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.48946893215179443},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.46959295868873596},{"id":"https://openalex.org/C82214349","wikidata":"https://www.wikidata.org/wiki/Q657339","display_name":"Software metric","level":5,"score":0.445342481136322},{"id":"https://openalex.org/C99498987","wikidata":"https://www.wikidata.org/wiki/Q2210247","display_name":"Noise (video)","level":3,"score":0.41461181640625},{"id":"https://openalex.org/C200601418","wikidata":"https://www.wikidata.org/wiki/Q2193887","display_name":"Reliability engineering","level":1,"score":0.36524128913879395},{"id":"https://openalex.org/C529173508","wikidata":"https://www.wikidata.org/wiki/Q638608","display_name":"Software development","level":3,"score":0.29899924993515015},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.13300028443336487},{"id":"https://openalex.org/C62520636","wikidata":"https://www.wikidata.org/wiki/Q944","display_name":"Quantum mechanics","level":1,"score":0.0},{"id":"https://openalex.org/C115961682","wikidata":"https://www.wikidata.org/wiki/Q860623","display_name":"Image (mathematics)","level":2,"score":0.0},{"id":"https://openalex.org/C121332964","wikidata":"https://www.wikidata.org/wiki/Q413","display_name":"Physics","level":0,"score":0.0},{"id":"https://openalex.org/C199360897","wikidata":"https://www.wikidata.org/wiki/Q9143","display_name":"Programming language","level":1,"score":0.0},{"id":"https://openalex.org/C163258240","wikidata":"https://www.wikidata.org/wiki/Q25342","display_name":"Power (physics)","level":2,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1142/s0218194008003969","is_oa":false,"landing_page_url":"https://doi.org/10.1142/s0218194008003969","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"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":9,"referenced_works":["https://openalex.org/W1576520375","https://openalex.org/W2008515962","https://openalex.org/W2106066684","https://openalex.org/W2118665578","https://openalex.org/W2120458900","https://openalex.org/W2132524563","https://openalex.org/W4230674625","https://openalex.org/W4249303080","https://openalex.org/W4301861531"],"related_works":["https://openalex.org/W2033512842","https://openalex.org/W4322734194","https://openalex.org/W1607054433","https://openalex.org/W3005535424","https://openalex.org/W4233600955","https://openalex.org/W2913665393","https://openalex.org/W2994319598","https://openalex.org/W2369695847","https://openalex.org/W2110842462","https://openalex.org/W4233757488"],"abstract_inverted_index":{"It":[0],"is":[1,27,30,44,149],"well-known":[2],"that":[3,101,122,129],"software":[4,24,70,81,134,146],"failure":[5,25,82,147],"data":[6,20,26,40,83,107,148],"often":[7],"contain":[8],"noise,":[9],"making":[10],"the":[11,17,35,57,112,140],"reliability":[12,58,71,135],"estimation":[13,55],"problematic.":[14],"In":[15],"particular,":[16],"kind":[18],"of":[19,37,48,56,104,123,139,144],"noise":[21],"inherent":[22],"in":[23],"biased.":[28],"There":[29],"no":[31],"upper":[32],"bound":[33,47],"for":[34],"value":[36],"a":[38,45],"noisy":[39,145],"point,":[41],"but":[42],"there":[43],"lower":[46],"zero.":[49],"This":[50],"may":[51],"lead":[52],"to":[53,75,121,132],"over-optimistic":[54],"when":[59],"using":[60,84],"maximum":[61],"likelihood":[62],"or":[63],"least":[64],"square":[65],"methods":[66],"based":[67],"on":[68],"standard":[69,133],"models.":[72,136],"We":[73,109],"attempt":[74],"address":[76],"this":[77,152],"problem":[78],"by":[79],"modeling":[80,127,143],"machine":[85,92,115,141],"learning":[86,116,142],"techniques":[87,128],"such":[88],"as":[89],"support":[90],"vector":[91],"regression":[93],"and":[94,118],"generalized":[95,125],"additive":[96],"models,":[97],"which":[98],"have":[99],"mechanisms":[100],"are":[102,130],"capable":[103],"dealing":[105],"with":[106],"noise.":[108],"then":[110],"analyse":[111],"results":[113],"from":[114],"modeling,":[117],"compare":[119],"them":[120],"some":[124],"linear":[126],"equivalent":[131],"The":[137],"validity":[138],"evaluated":[150],"through":[151],"comparison.":[153]},"counts_by_year":[{"year":2026,"cited_by_count":1},{"year":2021,"cited_by_count":1},{"year":2014,"cited_by_count":1}],"updated_date":"2026-06-11T09:08:48.828518","created_date":"2025-10-10T00:00:00"}
