{"id":"https://openalex.org/W3090066802","doi":"https://doi.org/10.1109/icccn49398.2020.9209707","title":"A Semantic-aware Representation Framework for Online Log Analysis","display_name":"A Semantic-aware Representation Framework for Online Log Analysis","publication_year":2020,"publication_date":"2020-08-01","ids":{"openalex":"https://openalex.org/W3090066802","doi":"https://doi.org/10.1109/icccn49398.2020.9209707","mag":"3090066802"},"language":"en","primary_location":{"id":"doi:10.1109/icccn49398.2020.9209707","is_oa":false,"landing_page_url":"https://doi.org/10.1109/icccn49398.2020.9209707","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2020 29th International Conference on Computer Communications and Networks (ICCCN)","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/A5027448460","display_name":"Weibin Meng","orcid":"https://orcid.org/0000-0002-9384-9016"},"institutions":[{"id":"https://openalex.org/I4210156423","display_name":"National Engineering Research Center for Information Technology in Agriculture","ror":"https://ror.org/04c3j3t84","country_code":"CN","type":"facility","lineage":["https://openalex.org/I4210156423"]},{"id":"https://openalex.org/I99065089","display_name":"Tsinghua University","ror":"https://ror.org/03cve4549","country_code":"CN","type":"education","lineage":["https://openalex.org/I99065089"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Weibin Meng","raw_affiliation_strings":["Beijing National Research Center for Information Science and Technology (BNRist), Beijing, China","Department of Computer Science and Technology, Tsinghua University, Beijing, China"],"affiliations":[{"raw_affiliation_string":"Beijing National Research Center for Information Science and Technology (BNRist), Beijing, China","institution_ids":["https://openalex.org/I4210156423"]},{"raw_affiliation_string":"Department of Computer Science and Technology, Tsinghua University, Beijing, China","institution_ids":["https://openalex.org/I99065089"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100414092","display_name":"Ying Liu","orcid":"https://orcid.org/0000-0001-9319-5940"},"institutions":[{"id":"https://openalex.org/I4210156423","display_name":"National Engineering Research Center for Information Technology in Agriculture","ror":"https://ror.org/04c3j3t84","country_code":"CN","type":"facility","lineage":["https://openalex.org/I4210156423"]},{"id":"https://openalex.org/I99065089","display_name":"Tsinghua University","ror":"https://ror.org/03cve4549","country_code":"CN","type":"education","lineage":["https://openalex.org/I99065089"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Ying Liu","raw_affiliation_strings":["Beijing National Research Center for Information Science and Technology (BNRist), Beijing, China","Institute for Network Sciences and Cyberspace, Tsinghua University, Beijing, China"],"affiliations":[{"raw_affiliation_string":"Beijing National Research Center for Information Science and Technology (BNRist), Beijing, China","institution_ids":["https://openalex.org/I4210156423"]},{"raw_affiliation_string":"Institute for Network Sciences and Cyberspace, Tsinghua University, Beijing, China","institution_ids":["https://openalex.org/I99065089"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5101684274","display_name":"Yuheng Huang","orcid":"https://orcid.org/0000-0002-5358-4826"},"institutions":[{"id":"https://openalex.org/I139759216","display_name":"Beijing University of Posts and Telecommunications","ror":"https://ror.org/04w9fbh59","country_code":"CN","type":"education","lineage":["https://openalex.org/I139759216"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yuheng Huang","raw_affiliation_strings":["School of computer science, Beijing University of Posts and Telecommunications, Beijing, China"],"affiliations":[{"raw_affiliation_string":"School of computer science, Beijing University of Posts and Telecommunications, Beijing, China","institution_ids":["https://openalex.org/I139759216"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5072210083","display_name":"Shenglin Zhang","orcid":"https://orcid.org/0000-0003-0330-0028"},"institutions":[{"id":"https://openalex.org/I205237279","display_name":"Nankai University","ror":"https://ror.org/01y1kjr75","country_code":"CN","type":"education","lineage":["https://openalex.org/I205237279"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Shenglin Zhang","raw_affiliation_strings":["College of Software, Nankai University, Tianjin, China"],"affiliations":[{"raw_affiliation_string":"College of Software, Nankai University, Tianjin, China","institution_ids":["https://openalex.org/I205237279"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5055048001","display_name":"Federico Zaiter","orcid":null},"institutions":[{"id":"https://openalex.org/I4210156423","display_name":"National Engineering Research Center for Information Technology in Agriculture","ror":"https://ror.org/04c3j3t84","country_code":"CN","type":"facility","lineage":["https://openalex.org/I4210156423"]},{"id":"https://openalex.org/I99065089","display_name":"Tsinghua University","ror":"https://ror.org/03cve4549","country_code":"CN","type":"education","lineage":["https://openalex.org/I99065089"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Federico Zaiter","raw_affiliation_strings":["Beijing National Research Center for Information Science and Technology (BNRist), Beijing, China","Department of Computer Science and Technology, Tsinghua University, Beijing, China"],"affiliations":[{"raw_affiliation_string":"Beijing National Research Center for Information Science and Technology (BNRist), Beijing, China","institution_ids":["https://openalex.org/I4210156423"]},{"raw_affiliation_string":"Department of Computer Science and Technology, Tsinghua University, Beijing, China","institution_ids":["https://openalex.org/I99065089"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5060427213","display_name":"B. J. Chen","orcid":"https://orcid.org/0000-0003-0848-4890"},"institutions":[{"id":"https://openalex.org/I157773358","display_name":"Sun Yat-sen University","ror":"https://ror.org/0064kty71","country_code":"CN","type":"education","lineage":["https://openalex.org/I157773358"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Bingjin Chen","raw_affiliation_strings":["School of Data and Computer Science, Sun Yatsen University, Guangzhou, China"],"affiliations":[{"raw_affiliation_string":"School of Data and Computer Science, Sun Yatsen University, Guangzhou, China","institution_ids":["https://openalex.org/I157773358"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5046419834","display_name":"Dan Pei","orcid":"https://orcid.org/0000-0002-5113-838X"},"institutions":[{"id":"https://openalex.org/I4210156423","display_name":"National Engineering Research Center for Information Technology in Agriculture","ror":"https://ror.org/04c3j3t84","country_code":"CN","type":"facility","lineage":["https://openalex.org/I4210156423"]},{"id":"https://openalex.org/I99065089","display_name":"Tsinghua University","ror":"https://ror.org/03cve4549","country_code":"CN","type":"education","lineage":["https://openalex.org/I99065089"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Dan Pei","raw_affiliation_strings":["Beijing National Research Center for Information Science and Technology (BNRist), Beijing, China","Department of Computer Science and Technology, Tsinghua University, Beijing, China"],"affiliations":[{"raw_affiliation_string":"Beijing National Research Center for Information Science and Technology (BNRist), Beijing, China","institution_ids":["https://openalex.org/I4210156423"]},{"raw_affiliation_string":"Department of Computer Science and Technology, Tsinghua University, Beijing, China","institution_ids":["https://openalex.org/I99065089"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":7,"corresponding_author_ids":["https://openalex.org/A5027448460"],"corresponding_institution_ids":["https://openalex.org/I4210156423","https://openalex.org/I99065089"],"apc_list":null,"apc_paid":null,"fwci":6.4482,"has_fulltext":false,"cited_by_count":62,"citation_normalized_percentile":{"value":0.9685181,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":96,"max":100},"biblio":{"volume":null,"issue":null,"first_page":"1","last_page":"7"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T12127","display_name":"Software System Performance and Reliability","score":0.9998999834060669,"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":0.9998999834060669,"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/T11719","display_name":"Data Quality and Management","score":0.9639999866485596,"subfield":{"id":"https://openalex.org/subfields/1803","display_name":"Management Science and Operations Research"},"field":{"id":"https://openalex.org/fields/18","display_name":"Decision Sciences"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},{"id":"https://openalex.org/T10260","display_name":"Software Engineering Research","score":0.9343000054359436,"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/computer-science","display_name":"Computer science","score":0.841347336769104},{"id":"https://openalex.org/keywords/representation","display_name":"Representation (politics)","score":0.5832024216651917},{"id":"https://openalex.org/keywords/word-embedding","display_name":"Word embedding","score":0.5808290243148804},{"id":"https://openalex.org/keywords/word","display_name":"Word (group theory)","score":0.5803425312042236},{"id":"https://openalex.org/keywords/vocabulary","display_name":"Vocabulary","score":0.47888821363449097},{"id":"https://openalex.org/keywords/embedding","display_name":"Embedding","score":0.4442077875137329},{"id":"https://openalex.org/keywords/domain","display_name":"Domain (mathematical analysis)","score":0.4230431914329529},{"id":"https://openalex.org/keywords/natural-language-processing","display_name":"Natural language processing","score":0.4096609950065613},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.40865883231163025},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.35868972539901733},{"id":"https://openalex.org/keywords/information-retrieval","display_name":"Information retrieval","score":0.3490086495876312}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.841347336769104},{"id":"https://openalex.org/C2776359362","wikidata":"https://www.wikidata.org/wiki/Q2145286","display_name":"Representation (politics)","level":3,"score":0.5832024216651917},{"id":"https://openalex.org/C2777462759","wikidata":"https://www.wikidata.org/wiki/Q18395344","display_name":"Word embedding","level":3,"score":0.5808290243148804},{"id":"https://openalex.org/C90805587","wikidata":"https://www.wikidata.org/wiki/Q10944557","display_name":"Word (group theory)","level":2,"score":0.5803425312042236},{"id":"https://openalex.org/C2777601683","wikidata":"https://www.wikidata.org/wiki/Q6499736","display_name":"Vocabulary","level":2,"score":0.47888821363449097},{"id":"https://openalex.org/C41608201","wikidata":"https://www.wikidata.org/wiki/Q980509","display_name":"Embedding","level":2,"score":0.4442077875137329},{"id":"https://openalex.org/C36503486","wikidata":"https://www.wikidata.org/wiki/Q11235244","display_name":"Domain (mathematical analysis)","level":2,"score":0.4230431914329529},{"id":"https://openalex.org/C204321447","wikidata":"https://www.wikidata.org/wiki/Q30642","display_name":"Natural language processing","level":1,"score":0.4096609950065613},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.40865883231163025},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.35868972539901733},{"id":"https://openalex.org/C23123220","wikidata":"https://www.wikidata.org/wiki/Q816826","display_name":"Information retrieval","level":1,"score":0.3490086495876312},{"id":"https://openalex.org/C134306372","wikidata":"https://www.wikidata.org/wiki/Q7754","display_name":"Mathematical analysis","level":1,"score":0.0},{"id":"https://openalex.org/C41895202","wikidata":"https://www.wikidata.org/wiki/Q8162","display_name":"Linguistics","level":1,"score":0.0},{"id":"https://openalex.org/C17744445","wikidata":"https://www.wikidata.org/wiki/Q36442","display_name":"Political science","level":0,"score":0.0},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","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/C94625758","wikidata":"https://www.wikidata.org/wiki/Q7163","display_name":"Politics","level":2,"score":0.0},{"id":"https://openalex.org/C199539241","wikidata":"https://www.wikidata.org/wiki/Q7748","display_name":"Law","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/icccn49398.2020.9209707","is_oa":false,"landing_page_url":"https://doi.org/10.1109/icccn49398.2020.9209707","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2020 29th International Conference on Computer Communications and Networks (ICCCN)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":27,"referenced_works":["https://openalex.org/W2081580037","https://openalex.org/W2097960255","https://openalex.org/W2107263349","https://openalex.org/W2115056012","https://openalex.org/W2126725946","https://openalex.org/W2149063929","https://openalex.org/W2153470728","https://openalex.org/W2158028897","https://openalex.org/W2250683455","https://openalex.org/W2251786640","https://openalex.org/W2345006530","https://openalex.org/W2401686019","https://openalex.org/W2560021099","https://openalex.org/W2583874385","https://openalex.org/W2729350029","https://openalex.org/W2754665629","https://openalex.org/W2767094836","https://openalex.org/W2794433597","https://openalex.org/W2795948303","https://openalex.org/W2883560233","https://openalex.org/W2911727988","https://openalex.org/W2962684341","https://openalex.org/W2963421945","https://openalex.org/W2963999143","https://openalex.org/W2965838158","https://openalex.org/W4245040028","https://openalex.org/W6679155404"],"related_works":["https://openalex.org/W1997182898","https://openalex.org/W2950396480","https://openalex.org/W947140380","https://openalex.org/W4286432911","https://openalex.org/W2911655849","https://openalex.org/W4230884544","https://openalex.org/W4245453790","https://openalex.org/W3194985222","https://openalex.org/W3216571906","https://openalex.org/W4214830338"],"abstract_inverted_index":{"Logs":[0],"are":[1],"one":[2],"of":[3,45,53,56,83,105,112,144],"the":[4,26,27,35,49,80,103,110,113,132,142],"most":[5],"valuable":[6],"data":[7],"sources":[8],"for":[9,67,172],"large-scale":[10],"service":[11,148],"management.":[12],"Log":[13],"representation,":[14],"which":[15],"converts":[16],"unstructured":[17],"texts":[18],"to":[19,77,90],"structured":[20],"vectors":[21,95],"or":[22],"matrices,":[23],"serves":[24],"as":[25],"first":[28],"step":[29],"towards":[30],"automated":[31],"log":[32,37,68,124,152],"analysis.":[33,69],"However,":[34],"current":[36],"representation":[38,65],"methods":[39],"neither":[40],"represent":[41],"domain-specific":[42],"semantic":[43,81],"information":[44,82],"logs,":[46,84],"nor":[47],"handle":[48],"out-of-vocabulary":[50],"(OOV)":[51],"words":[52,93,107],"new":[54],"types":[55],"logs":[57],"at":[58,96],"runtime.":[59,97],"We":[60,98,157],"propose":[61],"Log2Vec,":[62],"a":[63,72],"semantic-aware":[64],"framework":[66],"Log2Vec":[70,128,160],"combines":[71],"log-specific":[73],"word":[74,88,115],"embedding":[75],"method":[76],"accurately":[78],"extract":[79],"with":[85],"an":[86,100,162],"OOV":[87,92,106,114,136],"processor":[89],"embed":[91],"into":[94,161],"present":[99],"analysis":[101],"on":[102,120],"impact":[104],"and":[108,154,165],"evaluate":[109],"performance":[111,143],"processor.":[116],"The":[117],"evaluation":[118],"experiments":[119],"four":[121],"public":[122],"production":[123],"datasets":[125],"demonstrate":[126],"that":[127,167],"not":[129],"only":[130],"fixes":[131],"issue":[133],"presented":[134],"by":[135],"words,":[137],"but":[138],"also":[139],"significantly":[140],"improves":[141],"two":[145],"popular":[146],"log-based":[147],"management":[149],"tasks,":[150],"including":[151],"classification":[153],"anomaly":[155],"detection.":[156],"have":[158],"packaged":[159],"open-source":[163],"toolkit":[164],"hope":[166],"it":[168],"can":[169],"be":[170],"used":[171],"future":[173],"research.":[174]},"counts_by_year":[{"year":2026,"cited_by_count":1},{"year":2025,"cited_by_count":7},{"year":2024,"cited_by_count":14},{"year":2023,"cited_by_count":18},{"year":2022,"cited_by_count":7},{"year":2021,"cited_by_count":12},{"year":2020,"cited_by_count":3}],"updated_date":"2026-03-27T14:29:43.386196","created_date":"2025-10-10T00:00:00"}