{"id":"https://openalex.org/W4403520117","doi":"https://doi.org/10.1145/3691620.3694984","title":"SLIM: a Scalable and Interpretable Light-weight Fault Localization Algorithm for Imbalanced Data in Microservice","display_name":"SLIM: a Scalable and Interpretable Light-weight Fault Localization Algorithm for Imbalanced Data in Microservice","publication_year":2024,"publication_date":"2024-10-18","ids":{"openalex":"https://openalex.org/W4403520117","doi":"https://doi.org/10.1145/3691620.3694984"},"language":"en","primary_location":{"id":"doi:10.1145/3691620.3694984","is_oa":false,"landing_page_url":"https://doi.org/10.1145/3691620.3694984","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 39th IEEE/ACM International Conference on Automated Software Engineering","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/A5101763273","display_name":"Rui Ren","orcid":"https://orcid.org/0009-0000-3542-2164"},"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":true,"raw_author_name":"Rui Ren","raw_affiliation_strings":["DAMO Academy, Alibaba Group Hangzhou, Hangzhou, China"],"affiliations":[{"raw_affiliation_string":"DAMO Academy, Alibaba Group Hangzhou, Hangzhou, China","institution_ids":["https://openalex.org/I45928872"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5067961570","display_name":"Jingbang Yang","orcid":null},"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":"Jingbang Yang","raw_affiliation_strings":["DAMO Academy, Alibaba Group Hangzhou, Hangzhou, China"],"affiliations":[{"raw_affiliation_string":"DAMO Academy, Alibaba Group Hangzhou, Hangzhou, China","institution_ids":["https://openalex.org/I45928872"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5072947305","display_name":"Linxiao Yang","orcid":"https://orcid.org/0000-0001-9558-7163"},"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":"Linxiao Yang","raw_affiliation_strings":["DAMO Academy, Alibaba Group Hangzhou, Hangzhou, China"],"affiliations":[{"raw_affiliation_string":"DAMO Academy, Alibaba Group Hangzhou, Hangzhou, China","institution_ids":["https://openalex.org/I45928872"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5070256793","display_name":"Xinyue Gu","orcid":"https://orcid.org/0000-0002-6183-2295"},"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":"Xinyue Gu","raw_affiliation_strings":["DAMO Academy, Alibaba Group Hangzhou, Hangzhou, China"],"affiliations":[{"raw_affiliation_string":"DAMO Academy, Alibaba Group Hangzhou, Hangzhou, China","institution_ids":["https://openalex.org/I45928872"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5054846625","display_name":"Liang Sun","orcid":"https://orcid.org/0009-0002-5835-7259"},"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":"Liang Sun","raw_affiliation_strings":["DAMO Academy, Alibaba Group Hangzhou, Hangzhou, China"],"affiliations":[{"raw_affiliation_string":"DAMO Academy, Alibaba Group Hangzhou, Hangzhou, China","institution_ids":["https://openalex.org/I45928872"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":5,"corresponding_author_ids":["https://openalex.org/A5101763273"],"corresponding_institution_ids":["https://openalex.org/I45928872"],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.20165614,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":"27","last_page":"39"},"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/T10400","display_name":"Network Security and Intrusion Detection","score":0.9959999918937683,"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/T10714","display_name":"Software-Defined Networks and 5G","score":0.987500011920929,"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/scalability","display_name":"Scalability","score":0.7448731660842896},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.7279418110847473},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.44622841477394104},{"id":"https://openalex.org/keywords/fault-tolerance","display_name":"Fault tolerance","score":0.43687260150909424},{"id":"https://openalex.org/keywords/algorithm","display_name":"Algorithm","score":0.43366384506225586},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.4131360650062561},{"id":"https://openalex.org/keywords/fault","display_name":"Fault (geology)","score":0.41234850883483887},{"id":"https://openalex.org/keywords/distributed-computing","display_name":"Distributed computing","score":0.2549586892127991},{"id":"https://openalex.org/keywords/database","display_name":"Database","score":0.11739999055862427},{"id":"https://openalex.org/keywords/geology","display_name":"Geology","score":0.06468042731285095}],"concepts":[{"id":"https://openalex.org/C48044578","wikidata":"https://www.wikidata.org/wiki/Q727490","display_name":"Scalability","level":2,"score":0.7448731660842896},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7279418110847473},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.44622841477394104},{"id":"https://openalex.org/C63540848","wikidata":"https://www.wikidata.org/wiki/Q3140932","display_name":"Fault tolerance","level":2,"score":0.43687260150909424},{"id":"https://openalex.org/C11413529","wikidata":"https://www.wikidata.org/wiki/Q8366","display_name":"Algorithm","level":1,"score":0.43366384506225586},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.4131360650062561},{"id":"https://openalex.org/C175551986","wikidata":"https://www.wikidata.org/wiki/Q47089","display_name":"Fault (geology)","level":2,"score":0.41234850883483887},{"id":"https://openalex.org/C120314980","wikidata":"https://www.wikidata.org/wiki/Q180634","display_name":"Distributed computing","level":1,"score":0.2549586892127991},{"id":"https://openalex.org/C77088390","wikidata":"https://www.wikidata.org/wiki/Q8513","display_name":"Database","level":1,"score":0.11739999055862427},{"id":"https://openalex.org/C127313418","wikidata":"https://www.wikidata.org/wiki/Q1069","display_name":"Geology","level":0,"score":0.06468042731285095},{"id":"https://openalex.org/C165205528","wikidata":"https://www.wikidata.org/wiki/Q83371","display_name":"Seismology","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1145/3691620.3694984","is_oa":false,"landing_page_url":"https://doi.org/10.1145/3691620.3694984","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 39th IEEE/ACM International Conference on Automated Software Engineering","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[{"display_name":"Climate action","id":"https://metadata.un.org/sdg/13","score":0.6499999761581421}],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":33,"referenced_works":["https://openalex.org/W95608104","https://openalex.org/W1680189815","https://openalex.org/W2061958803","https://openalex.org/W2064933851","https://openalex.org/W2134673568","https://openalex.org/W2148143831","https://openalex.org/W2167464971","https://openalex.org/W2401686019","https://openalex.org/W2754665629","https://openalex.org/W2903799441","https://openalex.org/W2904726211","https://openalex.org/W2930500175","https://openalex.org/W2931122162","https://openalex.org/W2936503027","https://openalex.org/W2942544869","https://openalex.org/W2952019053","https://openalex.org/W2966971704","https://openalex.org/W2969674096","https://openalex.org/W2973084513","https://openalex.org/W2980932398","https://openalex.org/W2989919935","https://openalex.org/W3012644936","https://openalex.org/W3083560262","https://openalex.org/W3157457932","https://openalex.org/W3161254931","https://openalex.org/W3161474773","https://openalex.org/W3162002359","https://openalex.org/W3194768773","https://openalex.org/W3195442242","https://openalex.org/W3198081460","https://openalex.org/W4284702776","https://openalex.org/W4286588841","https://openalex.org/W4386378069"],"related_works":["https://openalex.org/W2051487156","https://openalex.org/W2073681303","https://openalex.org/W2389214306","https://openalex.org/W4235240664","https://openalex.org/W2965083567","https://openalex.org/W1838576100","https://openalex.org/W2095886385","https://openalex.org/W2889616422","https://openalex.org/W2064720525","https://openalex.org/W2111125783"],"abstract_inverted_index":{"In":[0],"real-world":[1],"microservice":[2],"systems,":[3],"the":[4,32,58,70,104,130,142,149],"newly":[5],"deployed":[6,128],"service":[7],"-":[8],"one":[9],"kind":[10],"of":[11,20,108,152,162],"change":[12,37,109],"service,":[13,110],"could":[14],"lead":[15],"to":[16,50,62,83,103,119,141,155],"a":[17,42,88],"new":[18],"type":[19],"minority":[21],"fault.":[22],"Existing":[23],"state-of-the-art":[24],"(SOTA)":[25],"methods":[26],"for":[27],"fault":[28,34,96,106,114,157],"localization":[29,97,158],"rarely":[30],"consider":[31],"imbalanced":[33,54,105],"classification":[35],"in":[36,129,160],"service.":[38],"This":[39],"paper":[40],"proposes":[41],"novel":[43],"method":[44,67,124],"that":[45],"utilizes":[46],"decision":[47],"rule":[48,71],"sets":[49],"deal":[51],"with":[52,72,94,134],"highly":[53],"data":[55],"by":[56],"optimizing":[57],"F1":[59],"score":[60],"subject":[61],"cardinality":[63],"constraints.":[64],"The":[65],"proposed":[66],"greedily":[68],"generates":[69],"maximal":[73],"marginal":[74],"gain":[75],"and":[76,111,121,165],"uses":[77],"an":[78],"efficient":[79],"minorize-maximization":[80],"(MM)":[81],"approach":[82],"select":[84],"rules":[85],"iteratively,":[86],"maximizing":[87],"non-monotone":[89],"submodular":[90],"lower":[91],"bound.":[92],"Compared":[93],"existing":[95,156],"algorithms,":[98],"our":[99,153],"algorithm":[100,154],"can":[101,125],"adapt":[102],"scenario":[107],"provide":[112],"interpretable":[113],"causes":[115],"which":[116],"are":[117],"easy":[118],"understand":[120],"verify.":[122],"Our":[123],"also":[126],"be":[127],"online":[131],"training":[132,138],"setting,":[133],"only":[135],"about":[136],"15%":[137],"overhead":[139],"compared":[140],"current":[143],"SOTA":[144],"methods.":[145],"Empirical":[146],"studies":[147],"demonstrate":[148],"superior":[150],"performance":[151],"algorithms":[159],"terms":[161],"both":[163],"accuracy":[164],"model":[166],"interpretability.":[167]},"counts_by_year":[],"updated_date":"2025-12-27T23:08:20.325037","created_date":"2025-10-10T00:00:00"}
