{"id":"https://openalex.org/W4400484699","doi":"https://doi.org/10.1145/3663529.3663833","title":"Fault Diagnosis for Test Alarms in Microservices through Multi-source Data","display_name":"Fault Diagnosis for Test Alarms in Microservices through Multi-source Data","publication_year":2024,"publication_date":"2024-07-10","ids":{"openalex":"https://openalex.org/W4400484699","doi":"https://doi.org/10.1145/3663529.3663833"},"language":"en","primary_location":{"id":"doi:10.1145/3663529.3663833","is_oa":false,"landing_page_url":"https://doi.org/10.1145/3663529.3663833","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Companion Proceedings of the 32nd ACM International Conference on the Foundations of Software Engineering","raw_type":"proceedings-article"},"type":"conference-paper","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/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":["Nankai University, Tianjin, China / Haihe Laboratory of Information Technology Application Innovation, Tianjin, China"],"raw_orcid":"https://orcid.org/0000-0003-0330-0028","affiliations":[{"raw_affiliation_string":"Nankai University, Tianjin, China / Haihe Laboratory of Information Technology Application Innovation, Tianjin, China","institution_ids":["https://openalex.org/I205237279"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5033502225","display_name":"Jun Zhu","orcid":"https://orcid.org/0009-0008-7802-5204"},"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":"Jun Zhu","raw_affiliation_strings":["Nankai University, Tianjin, China"],"raw_orcid":"https://orcid.org/0009-0008-7802-5204","affiliations":[{"raw_affiliation_string":"Nankai University, Tianjin, China","institution_ids":["https://openalex.org/I205237279"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5086511524","display_name":"Bowen Hao","orcid":"https://orcid.org/0009-0005-3523-4346"},"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":"Bowen Hao","raw_affiliation_strings":["Nankai University, Tianjin, China"],"raw_orcid":"https://orcid.org/0009-0005-3523-4346","affiliations":[{"raw_affiliation_string":"Nankai University, Tianjin, China","institution_ids":["https://openalex.org/I205237279"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5027731066","display_name":"Yongqian Sun","orcid":"https://orcid.org/0000-0003-0266-7899"},"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":"Yongqian Sun","raw_affiliation_strings":["Nankai University, Tianjin, China / Tianjin Key Laboratory of Software Experience and Human Computer Interaction, Tianjin, China"],"raw_orcid":"https://orcid.org/0000-0003-0266-7899","affiliations":[{"raw_affiliation_string":"Nankai University, Tianjin, China / Tianjin Key Laboratory of Software Experience and Human Computer Interaction, Tianjin, China","institution_ids":["https://openalex.org/I205237279"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5101900805","display_name":"Xiaohui Nie","orcid":"https://orcid.org/0000-0002-0371-854X"},"institutions":[{"id":"https://openalex.org/I19820366","display_name":"Chinese Academy of Sciences","ror":"https://ror.org/034t30j35","country_code":"CN","type":"government","lineage":["https://openalex.org/I19820366"]},{"id":"https://openalex.org/I4210108629","display_name":"Computer Network Information Center","ror":"https://ror.org/01s0wyf50","country_code":"CN","type":"facility","lineage":["https://openalex.org/I19820366","https://openalex.org/I4210108629"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Xiaohui Nie","raw_affiliation_strings":["Computer Network Information Center at Chinese Academy of Sciences, Beijing, China"],"raw_orcid":"https://orcid.org/0000-0002-0371-854X","affiliations":[{"raw_affiliation_string":"Computer Network Information Center at Chinese Academy of Sciences, Beijing, China","institution_ids":["https://openalex.org/I19820366","https://openalex.org/I4210108629"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5101617173","display_name":"Jingwen Zhu","orcid":"https://orcid.org/0000-0002-7954-6449"},"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":"Jingwen Zhu","raw_affiliation_strings":["Nankai University, Tianjin, China"],"raw_orcid":"https://orcid.org/0000-0002-7954-6449","affiliations":[{"raw_affiliation_string":"Nankai University, Tianjin, China","institution_ids":["https://openalex.org/I205237279"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5060619317","display_name":"Xilin Liu","orcid":"https://orcid.org/0009-0001-4870-1012"},"institutions":[{"id":"https://openalex.org/I2250955327","display_name":"Huawei Technologies (China)","ror":"https://ror.org/00cmhce21","country_code":"CN","type":"company","lineage":["https://openalex.org/I2250955327"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Xilin Liu","raw_affiliation_strings":["Huawei Technologies, Shenzhen, China"],"raw_orcid":"https://orcid.org/0009-0001-4870-1012","affiliations":[{"raw_affiliation_string":"Huawei Technologies, Shenzhen, China","institution_ids":["https://openalex.org/I2250955327"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5075076370","display_name":"Xiaoqian Li","orcid":"https://orcid.org/0009-0007-3882-7619"},"institutions":[{"id":"https://openalex.org/I2250955327","display_name":"Huawei Technologies (China)","ror":"https://ror.org/00cmhce21","country_code":"CN","type":"company","lineage":["https://openalex.org/I2250955327"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Xiaoqian Li","raw_affiliation_strings":["Huawei Technologies, Shenzhen, China"],"raw_orcid":"https://orcid.org/0009-0007-3882-7619","affiliations":[{"raw_affiliation_string":"Huawei Technologies, Shenzhen, China","institution_ids":["https://openalex.org/I2250955327"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5048525009","display_name":"Yuchi Ma","orcid":"https://orcid.org/0009-0002-3304-1389"},"institutions":[{"id":"https://openalex.org/I2250955327","display_name":"Huawei Technologies (China)","ror":"https://ror.org/00cmhce21","country_code":"CN","type":"company","lineage":["https://openalex.org/I2250955327"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yuchi Ma","raw_affiliation_strings":["Huawei Technologies, Shenzhen, China"],"raw_orcid":"https://orcid.org/0009-0002-3304-1389","affiliations":[{"raw_affiliation_string":"Huawei Technologies, Shenzhen, China","institution_ids":["https://openalex.org/I2250955327"]}]},{"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/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":["Tsinghua University, Beijing, China / BNRist, Beijing, China"],"raw_orcid":"https://orcid.org/0000-0002-5113-838X","affiliations":[{"raw_affiliation_string":"Tsinghua University, Beijing, China / BNRist, Beijing, China","institution_ids":["https://openalex.org/I99065089"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":5,"corresponding_author_ids":[],"corresponding_institution_ids":[],"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":"115","last_page":"125"},"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/T10743","display_name":"Software Testing and Debugging Techniques","score":0.9904000163078308,"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/T10400","display_name":"Network Security and Intrusion Detection","score":0.9787999987602234,"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/microservices","display_name":"Microservices","score":0.8750507831573486},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.7517229318618774},{"id":"https://openalex.org/keywords/test","display_name":"Test (biology)","score":0.5136960744857788},{"id":"https://openalex.org/keywords/reliability-engineering","display_name":"Reliability engineering","score":0.44117262959480286},{"id":"https://openalex.org/keywords/fault","display_name":"Fault (geology)","score":0.4404796063899994},{"id":"https://openalex.org/keywords/operating-system","display_name":"Operating system","score":0.217746764421463},{"id":"https://openalex.org/keywords/cloud-computing","display_name":"Cloud computing","score":0.1209869384765625},{"id":"https://openalex.org/keywords/geology","display_name":"Geology","score":0.09383359551429749},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.09317263960838318},{"id":"https://openalex.org/keywords/seismology","display_name":"Seismology","score":0.08335888385772705}],"concepts":[{"id":"https://openalex.org/C2778505942","wikidata":"https://www.wikidata.org/wiki/Q18344624","display_name":"Microservices","level":3,"score":0.8750507831573486},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7517229318618774},{"id":"https://openalex.org/C2777267654","wikidata":"https://www.wikidata.org/wiki/Q3519023","display_name":"Test (biology)","level":2,"score":0.5136960744857788},{"id":"https://openalex.org/C200601418","wikidata":"https://www.wikidata.org/wiki/Q2193887","display_name":"Reliability engineering","level":1,"score":0.44117262959480286},{"id":"https://openalex.org/C175551986","wikidata":"https://www.wikidata.org/wiki/Q47089","display_name":"Fault (geology)","level":2,"score":0.4404796063899994},{"id":"https://openalex.org/C111919701","wikidata":"https://www.wikidata.org/wiki/Q9135","display_name":"Operating system","level":1,"score":0.217746764421463},{"id":"https://openalex.org/C79974875","wikidata":"https://www.wikidata.org/wiki/Q483639","display_name":"Cloud computing","level":2,"score":0.1209869384765625},{"id":"https://openalex.org/C127313418","wikidata":"https://www.wikidata.org/wiki/Q1069","display_name":"Geology","level":0,"score":0.09383359551429749},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.09317263960838318},{"id":"https://openalex.org/C165205528","wikidata":"https://www.wikidata.org/wiki/Q83371","display_name":"Seismology","level":1,"score":0.08335888385772705},{"id":"https://openalex.org/C151730666","wikidata":"https://www.wikidata.org/wiki/Q7205","display_name":"Paleontology","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1145/3663529.3663833","is_oa":false,"landing_page_url":"https://doi.org/10.1145/3663529.3663833","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Companion Proceedings of the 32nd ACM International Conference on the Foundations of Software Engineering","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":37,"referenced_works":["https://openalex.org/W2158703410","https://openalex.org/W2401686019","https://openalex.org/W2754665629","https://openalex.org/W2759136286","https://openalex.org/W2771803605","https://openalex.org/W2913734115","https://openalex.org/W2955925687","https://openalex.org/W2965838158","https://openalex.org/W2966971704","https://openalex.org/W2996891153","https://openalex.org/W3004035003","https://openalex.org/W3006026125","https://openalex.org/W3012644936","https://openalex.org/W3021393704","https://openalex.org/W3084013135","https://openalex.org/W3089589468","https://openalex.org/W3095840026","https://openalex.org/W3112143385","https://openalex.org/W3155331679","https://openalex.org/W3161254931","https://openalex.org/W3184298948","https://openalex.org/W3191614725","https://openalex.org/W3195057108","https://openalex.org/W4200347562","https://openalex.org/W4210959753","https://openalex.org/W4236467006","https://openalex.org/W4239926863","https://openalex.org/W4239951079","https://openalex.org/W4248799824","https://openalex.org/W4249626362","https://openalex.org/W4250691433","https://openalex.org/W4284688717","https://openalex.org/W4307510928","https://openalex.org/W4367046692","https://openalex.org/W4377043928","https://openalex.org/W4382203537","https://openalex.org/W4383890187"],"related_works":["https://openalex.org/W4391375266","https://openalex.org/W2748952813","https://openalex.org/W3181741639","https://openalex.org/W4210334847","https://openalex.org/W4367181468","https://openalex.org/W2767473057","https://openalex.org/W4225586032","https://openalex.org/W3003367851","https://openalex.org/W3119944216","https://openalex.org/W2994988622"],"abstract_inverted_index":{"Nowadays,":[0],"the":[1,24,39,47,58,109,127,132,170,200],"testing":[2],"of":[3,11,42,135,176,193],"large-scale":[4,146],"microservices":[5,79],"could":[6],"produce":[7],"an":[8,114],"enormous":[9],"number":[10],"test":[12,44,52,76,88,128],"alarms":[13,18,53,77],"daily.":[14],"Manually":[15],"diagnosing":[16,51],"these":[17],"is":[19,105,119,141,196],"time-consuming":[20],"and":[21,32,60,87,100,172,186,189],"laborious":[22],"for":[23,50,75,161],"testers.":[25],"Automatic":[26],"fault":[27,30,72,136,182,194],"diagnosis":[28,73],"with":[29,57,92,144],"classification":[31,183],"localization":[33,195],"can":[34],"help":[35],"testers":[36],"efficiently":[37],"handle":[38],"increasing":[40],"volume":[41],"failed":[43],"cases.":[45],"However,":[46],"current":[48],"methods":[49,180],"struggle":[54],"to":[55,107,121],"deal":[56],"complex":[59],"frequently":[61],"updated":[62],"microservices.":[63],"In":[64],"this":[65],"paper,":[66],"we":[67],"introduce":[68],"SynthoDiag,":[69],"a":[70,93,145,150],"novel":[71],"framework":[74],"in":[78,126,181],"through":[80],"multi-source":[81],"logs":[82],"(execution":[83],"logs,":[84,86],"trace":[85],"case":[89],"information)":[90],"organized":[91],"knowledge":[94],"graph.":[95],"An":[96],"Entity":[97],"Fault":[98],"Association":[99],"Position":[101],"Value":[102],"(EFA-PV)":[103],"algorithm":[104],"proposed":[106],"localize":[108],"fault-indicative":[110],"log":[111],"entries.":[112],"Additionally,":[113],"efficient":[115],"block-based":[116],"differentiation":[117],"approach":[118],"used":[120],"filter":[122],"out":[123],"fault-irrelevant":[124],"entries":[125],"cases,":[129],"significantly":[130,198],"improving":[131],"overall":[133],"performance":[134],"diagnosis.":[137],"At":[138],"last,":[139],"SynthoDiag":[140,177],"systematically":[142],"evaluated":[143],"real-world":[147],"dataset":[148],"from":[149],"top-tier":[151],"global":[152],"cloud":[153],"service":[154],"provider,":[155],"Huawei":[156],"Cloud,":[157],"which":[158],"provides":[159],"services":[160],"more":[162],"than":[163],"three":[164],"million":[165],"users.":[166],"The":[167],"results":[168],"show":[169],"Micro-F1":[171],"Macro-F1":[173],"scores":[174],"improvement":[175],"over":[178],"baseline":[179],"are":[184],"21%":[185],"30%,":[187],"respectively,":[188],"its":[190],"top-5":[191],"accuracy":[192],"81.9%,":[197],"surpassing":[199],"previous":[201],"methods.":[202]},"counts_by_year":[{"year":2026,"cited_by_count":1},{"year":2025,"cited_by_count":3},{"year":2024,"cited_by_count":1}],"updated_date":"2026-07-22T07:51:19.307946","created_date":"2025-10-10T00:00:00"}
