{"id":"https://openalex.org/W4405915329","doi":"https://doi.org/10.1145/3702138.3702146","title":"Empirical Studies on Failure Prediction for Distributed Systems Based on Feature Selection","display_name":"Empirical Studies on Failure Prediction for Distributed Systems Based on Feature Selection","publication_year":2024,"publication_date":"2024-09-11","ids":{"openalex":"https://openalex.org/W4405915329","doi":"https://doi.org/10.1145/3702138.3702146"},"language":"en","primary_location":{"id":"doi:10.1145/3702138.3702146","is_oa":false,"landing_page_url":"https://doi.org/10.1145/3702138.3702146","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceeding of the 2024 5th Asia Service Sciences and Software Engineering Conference","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/A5013924019","display_name":"Zhidan Yuan","orcid":"https://orcid.org/0000-0002-7834-0457"},"institutions":[{"id":"https://openalex.org/I4210153872","display_name":"Jiangsu Maritime Institute","ror":"https://ror.org/04pekda06","country_code":"CN","type":"education","lineage":["https://openalex.org/I4210153872"]},{"id":"https://openalex.org/I96733725","display_name":"Shanghai Maritime University","ror":"https://ror.org/04z7qrj66","country_code":"CN","type":"education","lineage":["https://openalex.org/I96733725"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Zhidan Yuan","raw_affiliation_strings":["College of Information Engineering, Jiangsu Maritime Institute, Nanjing, Jiangsu, China,","College of Information Engineering, Shanghai Maritime University, Shanghai, Shanghai, China,"],"raw_orcid":"https://orcid.org/0000-0002-7834-0457","affiliations":[{"raw_affiliation_string":"College of Information Engineering, Jiangsu Maritime Institute, Nanjing, Jiangsu, China,","institution_ids":["https://openalex.org/I4210153872"]},{"raw_affiliation_string":"College of Information Engineering, Shanghai Maritime University, Shanghai, Shanghai, China,","institution_ids":["https://openalex.org/I96733725"]}]},{"author_position":"middle","author":{"id":null,"display_name":"Zhuangzhuang Wang","orcid":"https://orcid.org/0009-0006-8878-6678"},"institutions":[{"id":"https://openalex.org/I4210153872","display_name":"Jiangsu Maritime Institute","ror":"https://ror.org/04pekda06","country_code":"CN","type":"education","lineage":["https://openalex.org/I4210153872"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Zhuangzhuang Wang","raw_affiliation_strings":["College of Information Engineering, Jiangsu Maritime Institute, Nanjing, Jiangsu, China,"],"raw_orcid":"https://orcid.org/0009-0006-8878-6678","affiliations":[{"raw_affiliation_string":"College of Information Engineering, Jiangsu Maritime Institute, Nanjing, Jiangsu, China,","institution_ids":["https://openalex.org/I4210153872"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5065108750","display_name":"E.H.-K. Wu","orcid":"https://orcid.org/0009-0002-5095-1878"},"institutions":[{"id":"https://openalex.org/I4210153872","display_name":"Jiangsu Maritime Institute","ror":"https://ror.org/04pekda06","country_code":"CN","type":"education","lineage":["https://openalex.org/I4210153872"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Enze Wu","raw_affiliation_strings":["College of Information Engineering, Jiangsu Maritime Institute, Nanjing, Jiangsu, China,"],"raw_orcid":"https://orcid.org/0009-0002-5095-1878","affiliations":[{"raw_affiliation_string":"College of Information Engineering, Jiangsu Maritime Institute, Nanjing, Jiangsu, China,","institution_ids":["https://openalex.org/I4210153872"]}]},{"author_position":"middle","author":{"id":null,"display_name":"Tao Huang","orcid":"https://orcid.org/0000-0002-4618-3485"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Tao Huang","raw_affiliation_strings":["School of Computer Science and Technology, Silicon Lake College, Kunshan, Jiangsu, China,"],"raw_orcid":"https://orcid.org/0000-0002-4618-3485","affiliations":[{"raw_affiliation_string":"School of Computer Science and Technology, Silicon Lake College, Kunshan, Jiangsu, China,","institution_ids":[]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5035554756","display_name":"Yingying Chen","orcid":"https://orcid.org/0009-0003-3379-613X"},"institutions":[{"id":"https://openalex.org/I4210153872","display_name":"Jiangsu Maritime Institute","ror":"https://ror.org/04pekda06","country_code":"CN","type":"education","lineage":["https://openalex.org/I4210153872"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yingying Chen","raw_affiliation_strings":["College of Information Engineering, Jiangsu Maritime Institute, Nanjing, Jiangsu, China,"],"raw_orcid":"https://orcid.org/0009-0003-3379-613X","affiliations":[{"raw_affiliation_string":"College of Information Engineering, Jiangsu Maritime Institute, Nanjing, Jiangsu, China,","institution_ids":["https://openalex.org/I4210153872"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":5,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.26745292,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":"43","last_page":"52"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T12127","display_name":"Software System Performance and Reliability","score":0.9973999857902527,"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":0.9973999857902527,"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/T12423","display_name":"Software Reliability and Analysis Research","score":0.9966999888420105,"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/T10260","display_name":"Software Engineering Research","score":0.9959999918937683,"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/feature-selection","display_name":"Feature selection","score":0.719745397567749},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.7098394632339478},{"id":"https://openalex.org/keywords/selection","display_name":"Selection (genetic algorithm)","score":0.5689098238945007},{"id":"https://openalex.org/keywords/feature","display_name":"Feature (linguistics)","score":0.4797593057155609},{"id":"https://openalex.org/keywords/empirical-research","display_name":"Empirical research","score":0.4199766516685486},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.36652642488479614},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.08923608064651489},{"id":"https://openalex.org/keywords/statistics","display_name":"Statistics","score":0.08554765582084656}],"concepts":[{"id":"https://openalex.org/C148483581","wikidata":"https://www.wikidata.org/wiki/Q446488","display_name":"Feature selection","level":2,"score":0.719745397567749},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7098394632339478},{"id":"https://openalex.org/C81917197","wikidata":"https://www.wikidata.org/wiki/Q628760","display_name":"Selection (genetic algorithm)","level":2,"score":0.5689098238945007},{"id":"https://openalex.org/C2776401178","wikidata":"https://www.wikidata.org/wiki/Q12050496","display_name":"Feature (linguistics)","level":2,"score":0.4797593057155609},{"id":"https://openalex.org/C120936955","wikidata":"https://www.wikidata.org/wiki/Q2155640","display_name":"Empirical research","level":2,"score":0.4199766516685486},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.36652642488479614},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.08923608064651489},{"id":"https://openalex.org/C105795698","wikidata":"https://www.wikidata.org/wiki/Q12483","display_name":"Statistics","level":1,"score":0.08554765582084656},{"id":"https://openalex.org/C138885662","wikidata":"https://www.wikidata.org/wiki/Q5891","display_name":"Philosophy","level":0,"score":0.0},{"id":"https://openalex.org/C41895202","wikidata":"https://www.wikidata.org/wiki/Q8162","display_name":"Linguistics","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1145/3702138.3702146","is_oa":false,"landing_page_url":"https://doi.org/10.1145/3702138.3702146","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceeding of the 2024 5th Asia Service Sciences and Software Engineering Conference","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":28,"referenced_works":["https://openalex.org/W2184652140","https://openalex.org/W2295673959","https://openalex.org/W2343420905","https://openalex.org/W2607336911","https://openalex.org/W2731743750","https://openalex.org/W2764100055","https://openalex.org/W2884697754","https://openalex.org/W2911666282","https://openalex.org/W2922408684","https://openalex.org/W3112684890","https://openalex.org/W4241554972","https://openalex.org/W4285728371","https://openalex.org/W4294214983","https://openalex.org/W4312284685","https://openalex.org/W4320057696","https://openalex.org/W4353052195","https://openalex.org/W4364387555","https://openalex.org/W4366315324","https://openalex.org/W4376607756","https://openalex.org/W4383295232","https://openalex.org/W4385482905","https://openalex.org/W4390755696","https://openalex.org/W4390806363","https://openalex.org/W4391229663","https://openalex.org/W4391877110","https://openalex.org/W4392190394","https://openalex.org/W6601883942","https://openalex.org/W6602279052"],"related_works":["https://openalex.org/W4205762803","https://openalex.org/W2535856026","https://openalex.org/W2265065644","https://openalex.org/W3147584709","https://openalex.org/W2134699697","https://openalex.org/W3017188156","https://openalex.org/W2322875716","https://openalex.org/W2977677679","https://openalex.org/W4386564352","https://openalex.org/W2952668426"],"abstract_inverted_index":{"Distributed":[0],"system":[1,64],"failure":[2,65,143],"prediction":[3,144],"identifies":[4],"potential":[5],"failures":[6],"by":[7,79],"constructing":[8],"machine":[9],"learning":[10],"models":[11,145],"based":[12,74],"on":[13,62,75,101],"Key":[14],"Performance":[15],"Indicator":[16],"(KPI)":[17],"data.":[18],"However,":[19],"due":[20],"to":[21,32,37,44,128],"the":[22,40,46,54,76,91,118,139,179],"diversity":[23],"of":[24,56,93,120,141,150,167],"KPI":[25,41,115,151,176],"metrics,":[26],"not":[27,129],"all":[28],"metrics":[29,42,116,177],"are":[30],"relevant":[31],"specific":[33],"failures.":[34],"This":[35],"lead":[36],"redundancy":[38],"in":[39,159],"used":[43],"construct":[45],"models.":[47,88],"To":[48],"address":[49],"this":[50],"issue,":[51],"we":[52,71,105],"investigate":[53],"impact":[55],"filter-based":[57],"ranking":[58],"feature":[59,82,95,108,131,160,170],"selection":[60,83,96,99,109,132,161,171],"methods":[61,84,97,110,136,172],"distributed":[63],"prediction.":[66],"In":[67],"our":[68],"empirical":[69],"study,":[70],"conduct":[72],"experiments":[73],"ZTE":[77],"dataset":[78],"using":[80,130],"six":[81],"and":[85,98],"four":[86],"tree-based":[87],"We":[89],"explore":[90],"effects":[92],"different":[94],"ratios":[100],"model":[102,121],"performance.":[103],"Additionally,":[104],"study":[106],"whether":[107],"can":[111],"effectively":[112,173],"identify":[113,174],"important":[114,175],"from":[117],"perspective":[119],"interpretability.":[122],"The":[123],"results":[124],"indicate":[125],"that":[126],"compared":[127],"methods,":[133],"employing":[134],"such":[135],"allows":[137],"for":[138],"construction":[140],"effective":[142],"with":[146,156],"only":[147],"a":[148,165],"subset":[149],"metrics.":[152],"Model":[153],"performance":[154],"improves":[155],"an":[157],"increase":[158],"ratio":[162],"until":[163],"reaching":[164],"point":[166],"stabilization.":[168],"Moreover,":[169],"within":[178],"dataset.":[180]},"counts_by_year":[],"updated_date":"2026-06-11T09:08:48.828518","created_date":"2025-10-10T00:00:00"}