{"id":"https://openalex.org/W2134689075","doi":"https://doi.org/10.1109/dsnw.2011.5958800","title":"Identifying faults in large-scale distributed systems by filtering noisy error logs","display_name":"Identifying faults in large-scale distributed systems by filtering noisy error logs","publication_year":2011,"publication_date":"2011-06-01","ids":{"openalex":"https://openalex.org/W2134689075","doi":"https://doi.org/10.1109/dsnw.2011.5958800","mag":"2134689075"},"language":"en","primary_location":{"id":"doi:10.1109/dsnw.2011.5958800","is_oa":false,"landing_page_url":"https://doi.org/10.1109/dsnw.2011.5958800","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2011 IEEE/IFIP 41st International Conference on Dependable Systems and Networks Workshops (DSN-W)","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/A5110240927","display_name":"Xiang Rao","orcid":"https://orcid.org/0000-0003-1560-8919"},"institutions":[{"id":"https://openalex.org/I170215575","display_name":"National University of Defense Technology","ror":"https://ror.org/05d2yfz11","country_code":"CN","type":"education","lineage":["https://openalex.org/I170215575"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Xiang Rao","raw_affiliation_strings":["National Laboratory for Parallel and Distributed Processing, National University of Defense Technology, Changsha, China","National Laboratory for Parallel and Distributed Processing, National University of Defense Technology, Changsha, P.R. China 410073#TAB#"],"affiliations":[{"raw_affiliation_string":"National Laboratory for Parallel and Distributed Processing, National University of Defense Technology, Changsha, China","institution_ids":["https://openalex.org/I170215575"]},{"raw_affiliation_string":"National Laboratory for Parallel and Distributed Processing, National University of Defense Technology, Changsha, P.R. China 410073#TAB#","institution_ids":["https://openalex.org/I170215575"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5101522100","display_name":"Huaimin Wang","orcid":"https://orcid.org/0000-0002-3245-1901"},"institutions":[{"id":"https://openalex.org/I170215575","display_name":"National University of Defense Technology","ror":"https://ror.org/05d2yfz11","country_code":"CN","type":"education","lineage":["https://openalex.org/I170215575"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Huaimin Wang","raw_affiliation_strings":["National Laboratory for Parallel and Distributed Processing, National University of Defense Technology, Changsha, China","National Laboratory for Parallel and Distributed Processing, National University of Defense Technology, Changsha, P.R. China 410073#TAB#"],"affiliations":[{"raw_affiliation_string":"National Laboratory for Parallel and Distributed Processing, National University of Defense Technology, Changsha, China","institution_ids":["https://openalex.org/I170215575"]},{"raw_affiliation_string":"National Laboratory for Parallel and Distributed Processing, National University of Defense Technology, Changsha, P.R. China 410073#TAB#","institution_ids":["https://openalex.org/I170215575"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5019758816","display_name":"Dianxi Shi","orcid":"https://orcid.org/0000-0002-8112-371X"},"institutions":[{"id":"https://openalex.org/I170215575","display_name":"National University of Defense Technology","ror":"https://ror.org/05d2yfz11","country_code":"CN","type":"education","lineage":["https://openalex.org/I170215575"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Dianxi Shi","raw_affiliation_strings":["National Laboratory for Parallel and Distributed Processing, National University of Defense Technology, Changsha, China","National Laboratory for Parallel and Distributed Processing, National University of Defense Technology, Changsha, P.R. China 410073#TAB#"],"affiliations":[{"raw_affiliation_string":"National Laboratory for Parallel and Distributed Processing, National University of Defense Technology, Changsha, China","institution_ids":["https://openalex.org/I170215575"]},{"raw_affiliation_string":"National Laboratory for Parallel and Distributed Processing, National University of Defense Technology, Changsha, P.R. China 410073#TAB#","institution_ids":["https://openalex.org/I170215575"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5024920190","display_name":"Zhenbang Chen","orcid":"https://orcid.org/0000-0002-4066-7892"},"institutions":[{"id":"https://openalex.org/I170215575","display_name":"National University of Defense Technology","ror":"https://ror.org/05d2yfz11","country_code":"CN","type":"education","lineage":["https://openalex.org/I170215575"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Zhenbang Chen","raw_affiliation_strings":["National Laboratory for Parallel and Distributed Processing, National University of Defense Technology, Changsha, China","National Laboratory for Parallel and Distributed Processing, National University of Defense Technology, Changsha, P.R. China 410073#TAB#"],"affiliations":[{"raw_affiliation_string":"National Laboratory for Parallel and Distributed Processing, National University of Defense Technology, Changsha, China","institution_ids":["https://openalex.org/I170215575"]},{"raw_affiliation_string":"National Laboratory for Parallel and Distributed Processing, National University of Defense Technology, Changsha, P.R. China 410073#TAB#","institution_ids":["https://openalex.org/I170215575"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5102846081","display_name":"Hua Cai","orcid":"https://orcid.org/0000-0002-5895-1664"},"institutions":[{"id":"https://openalex.org/I45928872","display_name":"Alibaba Group (China)","ror":"https://ror.org/00k642b80","country_code":"CN","type":"company","lineage":["https://openalex.org/I45928872"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Hua Cai","raw_affiliation_strings":["Computing Platform, Alibaba Cloud Computing Corporation, Hangzhou, China","Computing Platform, Alibaba Cloud Computing Corporation, Hangzhou, P.R. China"],"affiliations":[{"raw_affiliation_string":"Computing Platform, Alibaba Cloud Computing Corporation, Hangzhou, China","institution_ids":["https://openalex.org/I45928872"]},{"raw_affiliation_string":"Computing Platform, Alibaba Cloud Computing Corporation, Hangzhou, P.R. China","institution_ids":["https://openalex.org/I45928872"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5101631796","display_name":"Qi Zhou","orcid":"https://orcid.org/0000-0002-7759-800X"},"institutions":[{"id":"https://openalex.org/I45928872","display_name":"Alibaba Group (China)","ror":"https://ror.org/00k642b80","country_code":"CN","type":"company","lineage":["https://openalex.org/I45928872"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Qi Zhou","raw_affiliation_strings":["Computing Platform, Alibaba Cloud Computing Corporation, Hangzhou, China","Computing Platform, Alibaba Cloud Computing Corporation, Hangzhou, P.R. China"],"affiliations":[{"raw_affiliation_string":"Computing Platform, Alibaba Cloud Computing Corporation, Hangzhou, China","institution_ids":["https://openalex.org/I45928872"]},{"raw_affiliation_string":"Computing Platform, Alibaba Cloud Computing Corporation, Hangzhou, P.R. China","institution_ids":["https://openalex.org/I45928872"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5030232546","display_name":"Tingtao Sun","orcid":"https://orcid.org/0000-0002-3334-1309"},"institutions":[{"id":"https://openalex.org/I45928872","display_name":"Alibaba Group (China)","ror":"https://ror.org/00k642b80","country_code":"CN","type":"company","lineage":["https://openalex.org/I45928872"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Tingtao Sun","raw_affiliation_strings":["Computing Platform, Alibaba Cloud Computing Corporation, Hangzhou, China","Computing Platform, Alibaba Cloud Computing Corporation, Hangzhou, P.R. China"],"affiliations":[{"raw_affiliation_string":"Computing Platform, Alibaba Cloud Computing Corporation, Hangzhou, China","institution_ids":["https://openalex.org/I45928872"]},{"raw_affiliation_string":"Computing Platform, Alibaba Cloud Computing Corporation, Hangzhou, P.R. China","institution_ids":["https://openalex.org/I45928872"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":7,"corresponding_author_ids":["https://openalex.org/A5110240927"],"corresponding_institution_ids":["https://openalex.org/I170215575"],"apc_list":null,"apc_paid":null,"fwci":0.7002,"has_fulltext":false,"cited_by_count":13,"citation_normalized_percentile":{"value":0.7395101,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":89,"max":99},"biblio":{"volume":null,"issue":null,"first_page":"140","last_page":"145"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T12127","display_name":"Software System Performance and Reliability","score":0.9998000264167786,"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":0.9998000264167786,"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/T11512","display_name":"Anomaly Detection Techniques and Applications","score":0.9947999715805054,"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"}},{"id":"https://openalex.org/T10400","display_name":"Network Security and Intrusion Detection","score":0.9829999804496765,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.7202935218811035},{"id":"https://openalex.org/keywords/scale","display_name":"Scale (ratio)","score":0.594929575920105},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.3306601047515869}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7202935218811035},{"id":"https://openalex.org/C2778755073","wikidata":"https://www.wikidata.org/wiki/Q10858537","display_name":"Scale (ratio)","level":2,"score":0.594929575920105},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.3306601047515869},{"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/C121332964","wikidata":"https://www.wikidata.org/wiki/Q413","display_name":"Physics","level":0,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/dsnw.2011.5958800","is_oa":false,"landing_page_url":"https://doi.org/10.1109/dsnw.2011.5958800","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2011 IEEE/IFIP 41st International Conference on Dependable Systems and Networks Workshops (DSN-W)","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":23,"referenced_works":["https://openalex.org/W116902681","https://openalex.org/W1499049447","https://openalex.org/W1992534129","https://openalex.org/W2039157918","https://openalex.org/W2105454049","https://openalex.org/W2107263349","https://openalex.org/W2107856142","https://openalex.org/W2110699951","https://openalex.org/W2111918091","https://openalex.org/W2127355164","https://openalex.org/W2127577941","https://openalex.org/W2133706543","https://openalex.org/W2142812297","https://openalex.org/W2143220335","https://openalex.org/W2148032230","https://openalex.org/W2152671254","https://openalex.org/W2155713541","https://openalex.org/W2157393168","https://openalex.org/W2158907675","https://openalex.org/W2166559705","https://openalex.org/W4239383774","https://openalex.org/W6604828220","https://openalex.org/W6680785567"],"related_works":["https://openalex.org/W2348097614","https://openalex.org/W2347219288","https://openalex.org/W2354822586","https://openalex.org/W2366221835","https://openalex.org/W3149424243","https://openalex.org/W2358841807","https://openalex.org/W2969723784","https://openalex.org/W2378717384","https://openalex.org/W1984735105","https://openalex.org/W6938229"],"abstract_inverted_index":{"Extracting":[0],"fault":[1,8,105,129,143,260],"features":[2,30],"with":[3,240],"the":[4,16,26,42,48,60,69,96,127,183,189,206,209,218,241,253,256],"error":[5,77,97,113,134,146,152,158,171,202,215,222,249],"logs":[6,52,78,114,172,203,216,250],"of":[7,18,28,38,71,80,90,99,165,213,220,259],"injection":[9],"tests":[10],"has":[11],"been":[12],"widely":[13],"studied":[14],"in":[15,53,230],"area":[17],"large":[19,36],"scale":[20],"distributed":[21],"systems":[22],"for":[23,83],"decades.":[24],"However,":[25],"process":[27],"extracting":[29],"is":[31,137],"severely":[32],"affected":[33],"by":[34,50,197,204],"a":[35,100,104,120,141,144,156],"amount":[37],"noisy":[39,73,110,145,151,201,221,248],"logs.":[40,223],"While":[41],"existing":[43,242],"work":[44],"tries":[45],"to":[46,67,119,140,181],"solve":[47],"problem":[49],"compressing":[51],"temporal":[54],"and":[55,123,176,217,235,251,255],"spatial":[56],"views":[57],"or":[58,95],"removing":[59],"semantic":[61],"redundancy":[62],"between":[63,208],"logs,":[64,153],"they":[65],"fail":[66],"consider":[68],"co-existence":[70],"other":[72],"faults":[74,94,111],"that":[75,115,136],"generate":[76,112],"instead":[79],"injected":[81],"faults,":[82,87],"example,":[84],"random":[85],"hardware":[86],"unexpected":[88],"bugs":[89],"softwares,":[91],"system":[92,234],"configuration":[93],"rank":[98],"log":[101,135,159,227],"severity.":[102],"During":[103],"feature":[106,261],"extraction":[107],"process,":[108],"those":[109],"are":[116],"not":[117,138],"related":[118,139],"target":[121,142,214],"fault,":[122],"will":[124],"strongly":[125],"mislead":[126],"resulted":[128],"features.":[130],"We":[131,224],"call":[132],"an":[133,231],"log.":[147],"To":[148],"filter":[149,246],"out":[150,247],"we":[154,244],"present":[155],"similarity-based":[157],"filtering":[160,228],"method":[161,229],"SBF,":[162],"which":[163],"consists":[164],"three":[166],"integrated":[167],"steps:":[168],"(1)":[169],"model":[170],"into":[173,193],"time":[174,185,191,195,211],"series":[175,192,196,212],"use":[177],"haar":[178],"wavelet":[179],"transform":[180],"get":[182],"approximate":[184,190],"series;":[186],"(2)":[187],"divide":[188],"sub":[194,210],"valleys;":[198],"(3)":[199],"identify":[200],"comparing":[205],"similarity":[207],"template":[219],"apply":[225],"our":[226],"enterprise":[232],"cloud":[233],"show":[236],"its":[237],"effectiveness.":[238],"Compared":[239],"work,":[243],"successfully":[245],"increase":[252],"precision":[254],"recall":[257],"rate":[258],"extraction.":[262]},"counts_by_year":[{"year":2026,"cited_by_count":1},{"year":2024,"cited_by_count":1},{"year":2021,"cited_by_count":2},{"year":2020,"cited_by_count":2},{"year":2019,"cited_by_count":1},{"year":2018,"cited_by_count":1},{"year":2016,"cited_by_count":2},{"year":2015,"cited_by_count":1},{"year":2014,"cited_by_count":1},{"year":2012,"cited_by_count":1}],"updated_date":"2026-02-14T06:23:00.392402","created_date":"2025-10-10T00:00:00"}
