{"id":"https://openalex.org/W2214658311","doi":"https://doi.org/10.1109/cnsm.2015.7367332","title":"Proactive failure detection learning generation patterns of large-scale network logs","display_name":"Proactive failure detection learning generation patterns of large-scale network logs","publication_year":2015,"publication_date":"2015-11-01","ids":{"openalex":"https://openalex.org/W2214658311","doi":"https://doi.org/10.1109/cnsm.2015.7367332","mag":"2214658311"},"language":"en","primary_location":{"id":"doi:10.1109/cnsm.2015.7367332","is_oa":false,"landing_page_url":"https://doi.org/10.1109/cnsm.2015.7367332","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2015 11th International Conference on Network and Service Management (CNSM)","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/A5101779087","display_name":"Tatsuaki Kimura","orcid":"https://orcid.org/0000-0002-8481-6482"},"institutions":[{"id":"https://openalex.org/I2251713219","display_name":"NTT (Japan)","ror":"https://ror.org/00berct97","country_code":"JP","type":"company","lineage":["https://openalex.org/I2251713219"]}],"countries":["JP"],"is_corresponding":true,"raw_author_name":"Tatsuaki Kimura","raw_affiliation_strings":["NTT Corporation, NTT Network Technology Laboratories, Mushishino-shi, Tokyo, Japan"],"affiliations":[{"raw_affiliation_string":"NTT Corporation, NTT Network Technology Laboratories, Mushishino-shi, Tokyo, Japan","institution_ids":["https://openalex.org/I2251713219"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5109935902","display_name":"Akio Watanabe","orcid":null},"institutions":[{"id":"https://openalex.org/I2251713219","display_name":"NTT (Japan)","ror":"https://ror.org/00berct97","country_code":"JP","type":"company","lineage":["https://openalex.org/I2251713219"]}],"countries":["JP"],"is_corresponding":false,"raw_author_name":"Akio Watanabe","raw_affiliation_strings":["NTT Corporation, NTT Network Technology Laboratories, Mushishino-shi, Tokyo, Japan"],"affiliations":[{"raw_affiliation_string":"NTT Corporation, NTT Network Technology Laboratories, Mushishino-shi, Tokyo, Japan","institution_ids":["https://openalex.org/I2251713219"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5072206568","display_name":"Tsuyoshi Toyono","orcid":null},"institutions":[{"id":"https://openalex.org/I2251713219","display_name":"NTT (Japan)","ror":"https://ror.org/00berct97","country_code":"JP","type":"company","lineage":["https://openalex.org/I2251713219"]}],"countries":["JP"],"is_corresponding":false,"raw_author_name":"Tsuyoshi Toyono","raw_affiliation_strings":["NTT Corporation, NTT Network Technology Laboratories, Mushishino-shi, Tokyo, Japan"],"affiliations":[{"raw_affiliation_string":"NTT Corporation, NTT Network Technology Laboratories, Mushishino-shi, Tokyo, Japan","institution_ids":["https://openalex.org/I2251713219"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5009276295","display_name":"Keisuke Ishibashi","orcid":"https://orcid.org/0000-0003-1987-4456"},"institutions":[{"id":"https://openalex.org/I2251713219","display_name":"NTT (Japan)","ror":"https://ror.org/00berct97","country_code":"JP","type":"company","lineage":["https://openalex.org/I2251713219"]}],"countries":["JP"],"is_corresponding":false,"raw_author_name":"Keisuke Ishibashi","raw_affiliation_strings":["NTT Corporation, NTT Network Technology Laboratories, Mushishino-shi, Tokyo, Japan"],"affiliations":[{"raw_affiliation_string":"NTT Corporation, NTT Network Technology Laboratories, Mushishino-shi, Tokyo, Japan","institution_ids":["https://openalex.org/I2251713219"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":4,"corresponding_author_ids":["https://openalex.org/A5101779087"],"corresponding_institution_ids":["https://openalex.org/I2251713219"],"apc_list":null,"apc_paid":null,"fwci":10.6502,"has_fulltext":false,"cited_by_count":66,"citation_normalized_percentile":{"value":0.98500482,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":89,"max":100},"biblio":{"volume":null,"issue":null,"first_page":"8","last_page":"14"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T12127","display_name":"Software System Performance and Reliability","score":1.0,"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":1.0,"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/T10400","display_name":"Network Security and Intrusion Detection","score":0.991599977016449,"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":0.9883000254631042,"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/computer-science","display_name":"Computer science","score":0.7670553922653198},{"id":"https://openalex.org/keywords/burstiness","display_name":"Burstiness","score":0.7160947322845459},{"id":"https://openalex.org/keywords/router","display_name":"Router","score":0.5059472918510437},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.4794653654098511},{"id":"https://openalex.org/keywords/key","display_name":"Key (lock)","score":0.45317110419273376},{"id":"https://openalex.org/keywords/feature","display_name":"Feature (linguistics)","score":0.43389245867729187},{"id":"https://openalex.org/keywords/volume","display_name":"Volume (thermodynamics)","score":0.4284050464630127},{"id":"https://openalex.org/keywords/computer-network","display_name":"Computer network","score":0.1697784662246704},{"id":"https://openalex.org/keywords/operating-system","display_name":"Operating system","score":0.12252986431121826},{"id":"https://openalex.org/keywords/network-packet","display_name":"Network packet","score":0.08528703451156616}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7670553922653198},{"id":"https://openalex.org/C2781023610","wikidata":"https://www.wikidata.org/wiki/Q17006304","display_name":"Burstiness","level":3,"score":0.7160947322845459},{"id":"https://openalex.org/C2775896111","wikidata":"https://www.wikidata.org/wiki/Q642560","display_name":"Router","level":2,"score":0.5059472918510437},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.4794653654098511},{"id":"https://openalex.org/C26517878","wikidata":"https://www.wikidata.org/wiki/Q228039","display_name":"Key (lock)","level":2,"score":0.45317110419273376},{"id":"https://openalex.org/C2776401178","wikidata":"https://www.wikidata.org/wiki/Q12050496","display_name":"Feature (linguistics)","level":2,"score":0.43389245867729187},{"id":"https://openalex.org/C20556612","wikidata":"https://www.wikidata.org/wiki/Q4469374","display_name":"Volume (thermodynamics)","level":2,"score":0.4284050464630127},{"id":"https://openalex.org/C31258907","wikidata":"https://www.wikidata.org/wiki/Q1301371","display_name":"Computer network","level":1,"score":0.1697784662246704},{"id":"https://openalex.org/C111919701","wikidata":"https://www.wikidata.org/wiki/Q9135","display_name":"Operating system","level":1,"score":0.12252986431121826},{"id":"https://openalex.org/C158379750","wikidata":"https://www.wikidata.org/wiki/Q214111","display_name":"Network packet","level":2,"score":0.08528703451156616},{"id":"https://openalex.org/C41895202","wikidata":"https://www.wikidata.org/wiki/Q8162","display_name":"Linguistics","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},{"id":"https://openalex.org/C138885662","wikidata":"https://www.wikidata.org/wiki/Q5891","display_name":"Philosophy","level":0,"score":0.0},{"id":"https://openalex.org/C62520636","wikidata":"https://www.wikidata.org/wiki/Q944","display_name":"Quantum mechanics","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/cnsm.2015.7367332","is_oa":false,"landing_page_url":"https://doi.org/10.1109/cnsm.2015.7367332","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2015 11th International Conference on Network and Service Management (CNSM)","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":18,"referenced_works":["https://openalex.org/W1661413208","https://openalex.org/W1965626898","https://openalex.org/W1984578990","https://openalex.org/W1996289178","https://openalex.org/W2022661645","https://openalex.org/W2026302857","https://openalex.org/W2033403400","https://openalex.org/W2039157918","https://openalex.org/W2102632804","https://openalex.org/W2114131343","https://openalex.org/W2119821739","https://openalex.org/W2152671254","https://openalex.org/W2167706101","https://openalex.org/W2172122080","https://openalex.org/W4239510810","https://openalex.org/W4244030505","https://openalex.org/W6646175012","https://openalex.org/W6683584131"],"related_works":["https://openalex.org/W1843717240","https://openalex.org/W2340440348","https://openalex.org/W4392388692","https://openalex.org/W2508200300","https://openalex.org/W2083756677","https://openalex.org/W2737070158","https://openalex.org/W2138256111","https://openalex.org/W1574103160","https://openalex.org/W1591572210","https://openalex.org/W4297850514"],"abstract_inverted_index":{"With":[0],"the":[1,19,57,81,89,92,131,148],"growth":[2],"of":[3,21,62,74,83,106,120,134],"services":[4],"in":[5,91],"IP":[6],"networks,":[7],"network":[8,167],"operators":[9],"are":[10,34],"required":[11],"to":[12,45,52,56,129,144],"perform":[13],"proactive":[14,72],"operation":[15],"that":[16,50,80,151],"quickly":[17,115],"detects":[18],"signs":[20],"critical":[22],"failures":[23,146],"and":[24,60,114,136,168],"prevents":[25],"future":[26],"problems.":[27],"Network":[28],"log":[29,63,68,111,122,126,149,161],"data,":[30],"including":[31],"router":[32],"syslog,":[33],"rich":[35],"sources":[36],"for":[37,71],"such":[38,100],"operations.":[39],"However,":[40],"it":[41],"has":[42],"become":[43],"impossible":[44],"find":[46],"genuinely":[47],"important":[48],"logs":[49,84],"lead":[51],"serious":[53],"problems":[54],"due":[55],"large":[58,166],"volume":[59],"complexity":[61],"data.":[64],"We":[65,155],"propose":[66],"a":[67,117,139,165],"analysis":[69],"system":[70,104,158],"detection":[73],"failures.":[75],"Our":[76,103],"key":[77],"observation":[78],"is":[79],"abnormality":[82],"depends":[85],"on":[86],"not":[87],"just":[88],"keywords":[90],"messages":[93],"(e.g.":[94],"ERROR,":[95],"FAIL),":[96],"but":[97],"generation":[98,132],"patterns":[99,133],"as":[101],"burstiness.":[102],"consists":[105],"three":[107],"functions:":[108],"(i)":[109],"extracting":[110],"templates":[112],"automatically":[113],"from":[116,164],"massive":[118],"amount":[119],"unstructured":[121],"data;":[123],"(ii)":[124],"constructing":[125],"feature":[127],"vectors":[128],"characterize":[130],"logs;":[135],"(iii)":[137],"using":[138,159],"supervised":[140],"machine":[141],"learning":[142],"approach":[143],"associate":[145],"with":[147],"data":[150,162],"appeared":[152],"before":[153],"them.":[154],"validated":[156],"our":[157],"real":[160],"collected":[163],"determined":[169],"its":[170],"effectiveness.":[171]},"counts_by_year":[{"year":2024,"cited_by_count":3},{"year":2023,"cited_by_count":4},{"year":2022,"cited_by_count":1},{"year":2021,"cited_by_count":11},{"year":2020,"cited_by_count":7},{"year":2019,"cited_by_count":8},{"year":2018,"cited_by_count":17},{"year":2017,"cited_by_count":10},{"year":2016,"cited_by_count":5}],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}