{"id":"https://openalex.org/W1979414609","doi":"https://doi.org/10.1145/1062455.1062462","title":"Addressing software dependability with statistical and machine learning techniques","display_name":"Addressing software dependability with statistical and machine learning techniques","publication_year":2005,"publication_date":"2005-01-01","ids":{"openalex":"https://openalex.org/W1979414609","doi":"https://doi.org/10.1145/1062455.1062462","mag":"1979414609"},"language":"en","primary_location":{"id":"doi:10.1145/1062455.1062462","is_oa":false,"landing_page_url":"https://doi.org/10.1145/1062455.1062462","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 27th international conference on Software engineering - ICSE '05","raw_type":"proceedings-article"},"type":"conference-abstract","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/A5088855767","display_name":"Armando Fox","orcid":"https://orcid.org/0000-0002-6096-4931"},"institutions":[{"id":"https://openalex.org/I97018004","display_name":"Stanford University","ror":"https://ror.org/00f54p054","country_code":"US","type":"education","lineage":["https://openalex.org/I97018004"]}],"countries":["US"],"is_corresponding":true,"raw_author_name":"Armando Fox","raw_affiliation_strings":["Stanford University, Stanford, CA","Stanford University Stanford CA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Stanford University, Stanford, CA","institution_ids":["https://openalex.org/I97018004"]},{"raw_affiliation_string":"Stanford University Stanford CA","institution_ids":["https://openalex.org/I97018004"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":["https://openalex.org/A5088855767"],"corresponding_institution_ids":["https://openalex.org/I97018004"],"apc_list":null,"apc_paid":null,"fwci":null,"has_fulltext":false,"cited_by_count":5,"citation_normalized_percentile":null,"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":"8","last_page":"8"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T12127","display_name":"Software System Performance and Reliability","score":0.9969000220298767,"subfield":{"id":"https://openalex.org/subfields/1705","display_name":"Computer Networks and Communications"},"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/T12127","display_name":"Software System Performance and Reliability","score":0.9969000220298767,"subfield":{"id":"https://openalex.org/subfields/1705","display_name":"Computer Networks and Communications"},"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":0.9958999752998352,"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/T10260","display_name":"Software Engineering Research","score":0.992900013923645,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/troubleshooting","display_name":"Troubleshooting","score":0.8428573608398438},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.7527337074279785},{"id":"https://openalex.org/keywords/dependability","display_name":"Dependability","score":0.7429360151290894},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.5306757092475891},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.51751708984375},{"id":"https://openalex.org/keywords/abstraction","display_name":"Abstraction","score":0.4968459904193878},{"id":"https://openalex.org/keywords/a-priori-and-a-posteriori","display_name":"A priori and a posteriori","score":0.4575587213039398},{"id":"https://openalex.org/keywords/bridge","display_name":"Bridge (graph theory)","score":0.44945991039276123},{"id":"https://openalex.org/keywords/software","display_name":"Software","score":0.4128713309764862},{"id":"https://openalex.org/keywords/reliability-engineering","display_name":"Reliability engineering","score":0.347644180059433},{"id":"https://openalex.org/keywords/software-engineering","display_name":"Software engineering","score":0.2552682161331177},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.1413102149963379},{"id":"https://openalex.org/keywords/operating-system","display_name":"Operating system","score":0.11569482088088989}],"concepts":[{"id":"https://openalex.org/C147494362","wikidata":"https://www.wikidata.org/wiki/Q2078905","display_name":"Troubleshooting","level":2,"score":0.8428573608398438},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7527337074279785},{"id":"https://openalex.org/C77019957","wikidata":"https://www.wikidata.org/wiki/Q2689057","display_name":"Dependability","level":2,"score":0.7429360151290894},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.5306757092475891},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.51751708984375},{"id":"https://openalex.org/C124304363","wikidata":"https://www.wikidata.org/wiki/Q673661","display_name":"Abstraction","level":2,"score":0.4968459904193878},{"id":"https://openalex.org/C75553542","wikidata":"https://www.wikidata.org/wiki/Q178161","display_name":"A priori and a posteriori","level":2,"score":0.4575587213039398},{"id":"https://openalex.org/C100776233","wikidata":"https://www.wikidata.org/wiki/Q2532492","display_name":"Bridge (graph theory)","level":2,"score":0.44945991039276123},{"id":"https://openalex.org/C2777904410","wikidata":"https://www.wikidata.org/wiki/Q7397","display_name":"Software","level":2,"score":0.4128713309764862},{"id":"https://openalex.org/C200601418","wikidata":"https://www.wikidata.org/wiki/Q2193887","display_name":"Reliability engineering","level":1,"score":0.347644180059433},{"id":"https://openalex.org/C115903868","wikidata":"https://www.wikidata.org/wiki/Q80993","display_name":"Software engineering","level":1,"score":0.2552682161331177},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.1413102149963379},{"id":"https://openalex.org/C111919701","wikidata":"https://www.wikidata.org/wiki/Q9135","display_name":"Operating system","level":1,"score":0.11569482088088989},{"id":"https://openalex.org/C111472728","wikidata":"https://www.wikidata.org/wiki/Q9471","display_name":"Epistemology","level":1,"score":0.0},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.0},{"id":"https://openalex.org/C126322002","wikidata":"https://www.wikidata.org/wiki/Q11180","display_name":"Internal medicine","level":1,"score":0.0},{"id":"https://openalex.org/C138885662","wikidata":"https://www.wikidata.org/wiki/Q5891","display_name":"Philosophy","level":0,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1145/1062455.1062462","is_oa":false,"landing_page_url":"https://doi.org/10.1145/1062455.1062462","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 27th international conference on Software engineering - ICSE '05","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":0,"referenced_works":[],"related_works":["https://openalex.org/W3013479934","https://openalex.org/W4318325534","https://openalex.org/W4240398146","https://openalex.org/W2950310564","https://openalex.org/W2467308209","https://openalex.org/W2913357653","https://openalex.org/W1981753479","https://openalex.org/W4312489236","https://openalex.org/W4238338086","https://openalex.org/W4205094947"],"abstract_inverted_index":{"Our":[0],"ability":[1,12],"to":[2,13,29,83,146],"design":[3],"and":[4,21,45,53,111,127,158],"deploy":[5],"large":[6],"complex":[7,34],"systems":[8,114],"is":[9,117],"outpacing":[10],"our":[11],"understand":[14],"their":[15],"behavior.":[16],"How":[17,49],"do":[18,50],"we":[19,51,75],"detect":[20],"recover":[22],"from":[23],"\"heisenbugs,\"":[24],"which":[25],"account":[26],"for":[27,46,134],"up":[28],"40%":[30],"of":[31,72,113],"failures":[32],"in":[33,130],"Internet":[35],"systems,":[36],"without":[37],"extensive":[38],"application-specific":[39],"coding?":[40],"Which":[41],"users":[42],"were":[43],"affected,":[44],"how":[47],"long?":[48],"diagnose":[52],"correct":[54],"problems":[55,65],"caused":[56],"by":[57],"configuration":[58,139],"errors":[59],"or":[60,106],"operator":[61],"errors?":[62],"Although":[63],"these":[64],"are":[66,80],"posed":[67],"at":[68],"a":[69,85,90,121],"high":[70],"level":[71],"abstraction,":[73],"all":[74],"can":[76,95],"usually":[77],"measure":[78],"directly":[79],"low-level":[81,143],"behaviors---analogous":[82],"driving":[84],"car":[86],"while":[87],"looking":[88],"through":[89],"magnifying":[91],"glass.":[92],"Machine":[93],"learning":[94,133],"bridge":[96],"this":[97],"gap":[98],"using":[99,131],"techniques":[100],"that":[101],"learn":[102],"\"baseline\"":[103],"models":[104],"automatically":[105],"semi-automatically,":[107],"allowing":[108],"the":[109],"characterization":[110],"monitoring":[112],"whose":[115],"structure":[116],"not":[118],"well":[119],"understood":[120],"priori.":[122],"I'll":[123],"discuss":[124],"initial":[125],"successes":[126],"future":[128],"challenges":[129],"machine":[132],"failure":[135,159],"detection":[136],"anbd":[137],"diagnosis,":[138],"troubleshooting,":[140],"attribution":[141],"(which":[142],"properties":[144],"appear":[145],"be":[147],"correlated":[148],"with":[149],"an":[150],"observed":[151],"high-level":[152],"effect":[153],"such":[154],"as":[155],"decreased":[156],"performance),":[157],"forecasting.":[160]},"counts_by_year":[],"updated_date":"2026-07-19T07:52:34.831488","created_date":"2025-10-10T00:00:00"}
