{"id":"https://openalex.org/W4396601711","doi":"https://doi.org/10.14778/3648160.3648170","title":"OEBench: Investigating Open Environment Challenges in Real-World Relational Data Streams","display_name":"OEBench: Investigating Open Environment Challenges in Real-World Relational Data Streams","publication_year":2024,"publication_date":"2024-02-01","ids":{"openalex":"https://openalex.org/W4396601711","doi":"https://doi.org/10.14778/3648160.3648170"},"language":"en","primary_location":{"id":"doi:10.14778/3648160.3648170","is_oa":false,"landing_page_url":"http://dx.doi.org/10.14778/3648160.3648170","pdf_url":null,"source":{"id":"https://openalex.org/S4210226185","display_name":"Proceedings of the VLDB Endowment","issn_l":"2150-8097","issn":["2150-8097"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319798","host_organization_name":"Association for Computing Machinery","host_organization_lineage":["https://openalex.org/P4310319798"],"host_organization_lineage_names":["Association for Computing Machinery"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the VLDB Endowment","raw_type":"journal-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/A5112674564","display_name":"Yiqun Diao","orcid":null},"institutions":[{"id":"https://openalex.org/I165932596","display_name":"National University of Singapore","ror":"https://ror.org/01tgyzw49","country_code":"SG","type":"education","lineage":["https://openalex.org/I165932596"]}],"countries":["SG"],"is_corresponding":true,"raw_author_name":"Yiqun Diao","raw_affiliation_strings":["National University of Singapore"],"affiliations":[{"raw_affiliation_string":"National University of Singapore","institution_ids":["https://openalex.org/I165932596"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5006461268","display_name":"Yutong Yang","orcid":null},"institutions":[{"id":"https://openalex.org/I165932596","display_name":"National University of Singapore","ror":"https://ror.org/01tgyzw49","country_code":"SG","type":"education","lineage":["https://openalex.org/I165932596"]}],"countries":["SG"],"is_corresponding":false,"raw_author_name":"Yutong Yang","raw_affiliation_strings":["National University of Singapore"],"affiliations":[{"raw_affiliation_string":"National University of Singapore","institution_ids":["https://openalex.org/I165932596"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5055253913","display_name":"Qinbin Li","orcid":"https://orcid.org/0000-0002-6539-6443"},"institutions":[{"id":"https://openalex.org/I95457486","display_name":"University of California, Berkeley","ror":"https://ror.org/01an7q238","country_code":"US","type":"education","lineage":["https://openalex.org/I95457486"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Qinbin Li","raw_affiliation_strings":["University of California, Berkeley"],"affiliations":[{"raw_affiliation_string":"University of California, Berkeley","institution_ids":["https://openalex.org/I95457486"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5039946576","display_name":"Bingsheng He","orcid":"https://orcid.org/0000-0001-8618-4581"},"institutions":[{"id":"https://openalex.org/I165932596","display_name":"National University of Singapore","ror":"https://ror.org/01tgyzw49","country_code":"SG","type":"education","lineage":["https://openalex.org/I165932596"]}],"countries":["SG"],"is_corresponding":false,"raw_author_name":"Bingsheng He","raw_affiliation_strings":["National University of Singapore"],"affiliations":[{"raw_affiliation_string":"National University of Singapore","institution_ids":["https://openalex.org/I165932596"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5103114808","display_name":"Mian Lu","orcid":"https://orcid.org/0009-0002-4853-8881"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Mian Lu","raw_affiliation_strings":["4Paradigm Inc"],"affiliations":[{"raw_affiliation_string":"4Paradigm Inc","institution_ids":[]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":5,"corresponding_author_ids":["https://openalex.org/A5112674564"],"corresponding_institution_ids":["https://openalex.org/I165932596"],"apc_list":null,"apc_paid":null,"fwci":0.3626,"has_fulltext":false,"cited_by_count":1,"citation_normalized_percentile":{"value":0.62658119,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":90,"max":94},"biblio":{"volume":"17","issue":"6","first_page":"1283","last_page":"1296"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T12761","display_name":"Data Stream Mining Techniques","score":0.9998999834060669,"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"}},"topics":[{"id":"https://openalex.org/T12761","display_name":"Data Stream Mining Techniques","score":0.9998999834060669,"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"}},{"id":"https://openalex.org/T10400","display_name":"Network Security and Intrusion Detection","score":0.9815999865531921,"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":0.9753999710083008,"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/streams","display_name":"STREAMS","score":0.829724133014679},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.5148298144340515},{"id":"https://openalex.org/keywords/data-science","display_name":"Data science","score":0.35348379611968994},{"id":"https://openalex.org/keywords/operating-system","display_name":"Operating system","score":0.09013429284095764}],"concepts":[{"id":"https://openalex.org/C42090638","wikidata":"https://www.wikidata.org/wiki/Q4048907","display_name":"STREAMS","level":2,"score":0.829724133014679},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5148298144340515},{"id":"https://openalex.org/C2522767166","wikidata":"https://www.wikidata.org/wiki/Q2374463","display_name":"Data science","level":1,"score":0.35348379611968994},{"id":"https://openalex.org/C111919701","wikidata":"https://www.wikidata.org/wiki/Q9135","display_name":"Operating system","level":1,"score":0.09013429284095764}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.14778/3648160.3648170","is_oa":false,"landing_page_url":"http://dx.doi.org/10.14778/3648160.3648170","pdf_url":null,"source":{"id":"https://openalex.org/S4210226185","display_name":"Proceedings of the VLDB Endowment","issn_l":"2150-8097","issn":["2150-8097"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319798","host_organization_name":"Association for Computing Machinery","host_organization_lineage":["https://openalex.org/P4310319798"],"host_organization_lineage_names":["Association for Computing Machinery"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the VLDB Endowment","raw_type":"journal-article"}],"best_oa_location":null,"sustainable_development_goals":[{"score":0.44999998807907104,"id":"https://metadata.un.org/sdg/15","display_name":"Life in Land"}],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":51,"referenced_works":["https://openalex.org/W1242748811","https://openalex.org/W1585854823","https://openalex.org/W1822128848","https://openalex.org/W1965395441","https://openalex.org/W1990079212","https://openalex.org/W2016159616","https://openalex.org/W2066535939","https://openalex.org/W2084689094","https://openalex.org/W2086364952","https://openalex.org/W2109964623","https://openalex.org/W2143991132","https://openalex.org/W2157103390","https://openalex.org/W2187089797","https://openalex.org/W2554616628","https://openalex.org/W2560647685","https://openalex.org/W2584316068","https://openalex.org/W2626498001","https://openalex.org/W2786446225","https://openalex.org/W2884123408","https://openalex.org/W2948734064","https://openalex.org/W2954929116","https://openalex.org/W2962823293","https://openalex.org/W2963072899","https://openalex.org/W2963588172","https://openalex.org/W2964189064","https://openalex.org/W2972313371","https://openalex.org/W2989995613","https://openalex.org/W3018475622","https://openalex.org/W3021596612","https://openalex.org/W3021931813","https://openalex.org/W3098511564","https://openalex.org/W3104788453","https://openalex.org/W3125116114","https://openalex.org/W3158109590","https://openalex.org/W3163939464","https://openalex.org/W3168068006","https://openalex.org/W3170657538","https://openalex.org/W3173587790","https://openalex.org/W3174086521","https://openalex.org/W3175294706","https://openalex.org/W3178212073","https://openalex.org/W3180392831","https://openalex.org/W3204532479","https://openalex.org/W3216660278","https://openalex.org/W4206620600","https://openalex.org/W4226060502","https://openalex.org/W4281691770","https://openalex.org/W4287512208","https://openalex.org/W4300672471","https://openalex.org/W4312640688","https://openalex.org/W4396601711"],"related_works":["https://openalex.org/W4391375266","https://openalex.org/W2748952813","https://openalex.org/W2010317732","https://openalex.org/W2483328176","https://openalex.org/W2061705145","https://openalex.org/W193205649","https://openalex.org/W45006177","https://openalex.org/W2016919266","https://openalex.org/W1982793386","https://openalex.org/W2537623333"],"abstract_inverted_index":{"How":[0],"to":[1,101,199],"get":[2],"insights":[3],"from":[4],"relational":[5,86,108,116],"data":[6,55,87,109,117,147,179],"streams":[7,18,118],"in":[8,106,158,177,186,211],"a":[9,13,66],"timely":[10],"manner":[11],"is":[12,69],"hot":[14],"research":[15],"topic.":[16],"Data":[17],"can":[19,166],"present":[20],"unique":[21],"challenges,":[22],"such":[23],"as":[24,38],"distribution":[25,173],"drifts,":[26,174],"outliers,":[27],"emerging":[28],"classes,":[29],"and":[30,77,119,207],"changing":[31],"features,":[32],"which":[33,128],"have":[34,48],"recently":[35],"been":[36,49],"described":[37],"open":[39,72,103,122,159,193,202],"environment":[40,73,104,123,160,203],"challenges":[41,74,105,131,190],"for":[42,54,132],"machine":[43,163],"learning.":[44],"While":[45],"existing":[46,79,139],"studies":[47],"done":[50],"on":[51,84],"incremental":[52,80,140],"learning":[53,81,134,141,164],"streams,":[56],"their":[57],"evaluations":[58],"are":[59,125,184,197,209],"mostly":[60],"conducted":[61],"with":[62,138],"synthetic":[63],"datasets.":[64],"Thus,":[65],"natural":[67],"question":[68],"how":[70,78],"those":[71],"look":[75],"like":[76],"algorithms":[82],"perform":[83],"real-world":[85,107,115,178,201],"streams.":[88,110,180],"To":[89],"fill":[90],"this":[91],"gap,":[92],"we":[93,112,143],"develop":[94],"an":[95],"Open":[96],"Environment":[97],"Benchmark":[98],"named":[99],"OEBench":[100],"evaluate":[102],"Specifically,":[111],"investigate":[113],"55":[114],"establish":[120],"that":[121,145],"scenarios":[124],"indeed":[126],"widespread,":[127],"presents":[129],"significant":[130],"stream":[133],"algorithms.":[135],"Through":[136],"benchmarks":[137],"algorithms,":[142],"find":[144],"increased":[146],"quantity":[148],"may":[149],"not":[150],"consistently":[151],"enhance":[152],"the":[153],"model":[154],"accuracy":[155],"when":[156],"applied":[157],"scenarios,":[161],"where":[162],"models":[165],"be":[167],"significantly":[168],"compromised":[169],"by":[170,192],"missing":[171],"values,":[172],"or":[175],"anomalies":[176],"The":[181],"current":[182],"techniques":[183],"insufficient":[185],"effectively":[187],"mitigating":[188],"these":[189],"brought":[191],"environments.":[194],"More":[195],"researches":[196],"needed":[198],"address":[200],"challenges.":[204],"All":[205],"datasets":[206],"code":[208],"open-sourced":[210],"https://github.com/Xtra-Computing/OEBench.":[212]},"counts_by_year":[{"year":2024,"cited_by_count":1}],"updated_date":"2025-12-26T23:08:49.675405","created_date":"2025-10-10T00:00:00"}