{"id":"https://openalex.org/W3123859009","doi":"https://doi.org/10.3390/computers10010013","title":"Anomalies Detection Using Isolation in Concept-Drifting Data Streams","display_name":"Anomalies Detection Using Isolation in Concept-Drifting Data Streams","publication_year":2021,"publication_date":"2021-01-19","ids":{"openalex":"https://openalex.org/W3123859009","doi":"https://doi.org/10.3390/computers10010013","mag":"3123859009"},"language":"en","primary_location":{"id":"doi:10.3390/computers10010013","is_oa":true,"landing_page_url":"https://doi.org/10.3390/computers10010013","pdf_url":"https://www.mdpi.com/2073-431X/10/1/13/pdf?version=1611053626","source":{"id":"https://openalex.org/S4210228075","display_name":"Computers","issn_l":"2073-431X","issn":["2073-431X"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310310987","host_organization_name":"Multidisciplinary Digital Publishing Institute","host_organization_lineage":["https://openalex.org/P4310310987"],"host_organization_lineage_names":["Multidisciplinary Digital Publishing Institute"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Computers","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","doaj"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://www.mdpi.com/2073-431X/10/1/13/pdf?version=1611053626","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5020659253","display_name":"Maurras Ulbricht Togbe","orcid":"https://orcid.org/0000-0001-9396-7947"},"institutions":[{"id":"https://openalex.org/I122941322","display_name":"Institut Sup\u00e9rieur d'\u00c9lectronique de Paris","ror":"https://ror.org/00yw34h52","country_code":"FR","type":"education","lineage":["https://openalex.org/I122941322"]}],"countries":["FR"],"is_corresponding":true,"raw_author_name":"Maurras Ulbricht Togbe","raw_affiliation_strings":["ISEP, LISITE, 75006 Paris, France","Institut Sup\u00e9rieur d'Electronique de Paris"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"ISEP, LISITE, 75006 Paris, France","institution_ids":["https://openalex.org/I122941322"]},{"raw_affiliation_string":"Institut Sup\u00e9rieur d'Electronique de Paris","institution_ids":["https://openalex.org/I122941322"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5013567133","display_name":"Yousra Chabchoub","orcid":"https://orcid.org/0000-0003-0772-1698"},"institutions":[{"id":"https://openalex.org/I122941322","display_name":"Institut Sup\u00e9rieur d'\u00c9lectronique de Paris","ror":"https://ror.org/00yw34h52","country_code":"FR","type":"education","lineage":["https://openalex.org/I122941322"]}],"countries":["FR"],"is_corresponding":false,"raw_author_name":"Yousra Chabchoub","raw_affiliation_strings":["ISEP, LISITE, 75006 Paris, France","Institut Sup\u00e9rieur d'Electronique de Paris"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"ISEP, LISITE, 75006 Paris, France","institution_ids":["https://openalex.org/I122941322"]},{"raw_affiliation_string":"Institut Sup\u00e9rieur d'Electronique de Paris","institution_ids":["https://openalex.org/I122941322"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5057837992","display_name":"Aliou Boly","orcid":"https://orcid.org/0000-0003-4810-5728"},"institutions":[{"id":"https://openalex.org/I96840727","display_name":"Cheikh Anta Diop University","ror":"https://ror.org/04je6yw13","country_code":"SN","type":"education","lineage":["https://openalex.org/I96840727"]}],"countries":["SN"],"is_corresponding":false,"raw_author_name":"Aliou Boly","raw_affiliation_strings":["Facult\u00e9 des Sciences et Techniques (FST)/D\u00e9partement Math\u00e9matiques et Informatique, Universit\u00e9 Cheikh Anta Diop de Dakar, Dakar-Fann BP 5005, Senegal","Universit\u00e9 Cheikh Anta Diop [Dakar, S\u00e9n\u00e9gal]"],"raw_orcid":"https://orcid.org/0000-0003-4810-5728","affiliations":[{"raw_affiliation_string":"Facult\u00e9 des Sciences et Techniques (FST)/D\u00e9partement Math\u00e9matiques et Informatique, Universit\u00e9 Cheikh Anta Diop de Dakar, Dakar-Fann BP 5005, Senegal","institution_ids":["https://openalex.org/I96840727"]},{"raw_affiliation_string":"Universit\u00e9 Cheikh Anta Diop [Dakar, S\u00e9n\u00e9gal]","institution_ids":["https://openalex.org/I96840727"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5109625719","display_name":"Mariam Barry","orcid":null},"institutions":[{"id":"https://openalex.org/I12356871","display_name":"T\u00e9l\u00e9com Paris","ror":"https://ror.org/01naq7912","country_code":"FR","type":"education","lineage":["https://openalex.org/I12356871","https://openalex.org/I205703379","https://openalex.org/I4210145102"]},{"id":"https://openalex.org/I4210145102","display_name":"Institut Polytechnique de Paris","ror":"https://ror.org/042tfbd02","country_code":"FR","type":"education","lineage":["https://openalex.org/I4210145102"]},{"id":"https://openalex.org/I4210165912","display_name":"Laboratoire Traitement et Communication de l\u2019Information","ror":"https://ror.org/057er4c39","country_code":"FR","type":"facility","lineage":["https://openalex.org/I12356871","https://openalex.org/I205703379","https://openalex.org/I4210145102","https://openalex.org/I4210165912"]}],"countries":["FR"],"is_corresponding":false,"raw_author_name":"Mariam Barry","raw_affiliation_strings":["T\u00e9l\u00e9com Paris, LTCI, Institut Polytechnique de Paris, 91120 Palaiseau, France","D\u00e9partement Informatique et R\u00e9seaux","Data, Intelligence and Graphs","Institut Polytechnique de Paris"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"T\u00e9l\u00e9com Paris, LTCI, Institut Polytechnique de Paris, 91120 Palaiseau, France","institution_ids":["https://openalex.org/I4210165912","https://openalex.org/I12356871"]},{"raw_affiliation_string":"D\u00e9partement Informatique et R\u00e9seaux","institution_ids":[]},{"raw_affiliation_string":"Data, Intelligence and Graphs","institution_ids":[]},{"raw_affiliation_string":"Institut Polytechnique de Paris","institution_ids":["https://openalex.org/I4210145102"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5068533827","display_name":"Raja Chiky","orcid":null},"institutions":[{"id":"https://openalex.org/I122941322","display_name":"Institut Sup\u00e9rieur d'\u00c9lectronique de Paris","ror":"https://ror.org/00yw34h52","country_code":"FR","type":"education","lineage":["https://openalex.org/I122941322"]}],"countries":["FR"],"is_corresponding":false,"raw_author_name":"Raja Chiky","raw_affiliation_strings":["ISEP, LISITE, 75006 Paris, France","Institut Sup\u00e9rieur d'Electronique de Paris"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"ISEP, LISITE, 75006 Paris, France","institution_ids":["https://openalex.org/I122941322"]},{"raw_affiliation_string":"Institut Sup\u00e9rieur d'Electronique de Paris","institution_ids":["https://openalex.org/I122941322"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5074483795","display_name":"Maroua Bahri","orcid":"https://orcid.org/0000-0002-7420-7464"},"institutions":[{"id":"https://openalex.org/I12356871","display_name":"T\u00e9l\u00e9com Paris","ror":"https://ror.org/01naq7912","country_code":"FR","type":"education","lineage":["https://openalex.org/I12356871","https://openalex.org/I205703379","https://openalex.org/I4210145102"]},{"id":"https://openalex.org/I4210145102","display_name":"Institut Polytechnique de Paris","ror":"https://ror.org/042tfbd02","country_code":"FR","type":"education","lineage":["https://openalex.org/I4210145102"]},{"id":"https://openalex.org/I4210165912","display_name":"Laboratoire Traitement et Communication de l\u2019Information","ror":"https://ror.org/057er4c39","country_code":"FR","type":"facility","lineage":["https://openalex.org/I12356871","https://openalex.org/I205703379","https://openalex.org/I4210145102","https://openalex.org/I4210165912"]}],"countries":["FR"],"is_corresponding":false,"raw_author_name":"Maroua Bahri","raw_affiliation_strings":["T\u00e9l\u00e9com Paris, LTCI, Institut Polytechnique de Paris, 91120 Palaiseau, France","Institut Polytechnique de Paris","D\u00e9partement Informatique et R\u00e9seaux","Data, Intelligence and Graphs"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"T\u00e9l\u00e9com Paris, LTCI, Institut Polytechnique de Paris, 91120 Palaiseau, France","institution_ids":["https://openalex.org/I4210165912","https://openalex.org/I12356871"]},{"raw_affiliation_string":"Institut Polytechnique de Paris","institution_ids":["https://openalex.org/I4210145102"]},{"raw_affiliation_string":"D\u00e9partement Informatique et R\u00e9seaux","institution_ids":[]},{"raw_affiliation_string":"Data, Intelligence and Graphs","institution_ids":[]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":6,"corresponding_author_ids":["https://openalex.org/A5020659253"],"corresponding_institution_ids":["https://openalex.org/I122941322"],"apc_list":{"value":1600,"currency":"CHF","value_usd":1732},"apc_paid":{"value":1600,"currency":"CHF","value_usd":1732},"fwci":6.4393,"has_fulltext":true,"cited_by_count":56,"citation_normalized_percentile":{"value":0.97082328,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":96,"max":100},"biblio":{"volume":"10","issue":"1","first_page":"13","last_page":"13"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T12761","display_name":"Data Stream Mining Techniques","score":1.0,"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":1.0,"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/T11512","display_name":"Anomaly Detection Techniques and Applications","score":0.9998000264167786,"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":0.9980999827384949,"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/data-stream-mining","display_name":"Data stream mining","score":0.8438527584075928},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.8235390186309814},{"id":"https://openalex.org/keywords/anomaly-detection","display_name":"Anomaly detection","score":0.7742729187011719},{"id":"https://openalex.org/keywords/concept-drift","display_name":"Concept drift","score":0.7582173943519592},{"id":"https://openalex.org/keywords/sliding-window-protocol","display_name":"Sliding window protocol","score":0.7260321378707886},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.6686554551124573},{"id":"https://openalex.org/keywords/data-stream","display_name":"Data stream","score":0.6236499547958374},{"id":"https://openalex.org/keywords/cluster-analysis","display_name":"Cluster analysis","score":0.5519685745239258},{"id":"https://openalex.org/keywords/isolation","display_name":"Isolation (microbiology)","score":0.4982576370239258},{"id":"https://openalex.org/keywords/streams","display_name":"STREAMS","score":0.4931130111217499},{"id":"https://openalex.org/keywords/streaming-data","display_name":"Streaming data","score":0.46946871280670166},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.3031357526779175},{"id":"https://openalex.org/keywords/window","display_name":"Window (computing)","score":0.22192996740341187}],"concepts":[{"id":"https://openalex.org/C89198739","wikidata":"https://www.wikidata.org/wiki/Q3079880","display_name":"Data stream mining","level":2,"score":0.8438527584075928},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.8235390186309814},{"id":"https://openalex.org/C739882","wikidata":"https://www.wikidata.org/wiki/Q3560506","display_name":"Anomaly detection","level":2,"score":0.7742729187011719},{"id":"https://openalex.org/C60777511","wikidata":"https://www.wikidata.org/wiki/Q3045002","display_name":"Concept drift","level":3,"score":0.7582173943519592},{"id":"https://openalex.org/C102392041","wikidata":"https://www.wikidata.org/wiki/Q592860","display_name":"Sliding window protocol","level":3,"score":0.7260321378707886},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.6686554551124573},{"id":"https://openalex.org/C2778484313","wikidata":"https://www.wikidata.org/wiki/Q1172540","display_name":"Data stream","level":2,"score":0.6236499547958374},{"id":"https://openalex.org/C73555534","wikidata":"https://www.wikidata.org/wiki/Q622825","display_name":"Cluster analysis","level":2,"score":0.5519685745239258},{"id":"https://openalex.org/C2775941552","wikidata":"https://www.wikidata.org/wiki/Q25212305","display_name":"Isolation (microbiology)","level":2,"score":0.4982576370239258},{"id":"https://openalex.org/C42090638","wikidata":"https://www.wikidata.org/wiki/Q4048907","display_name":"STREAMS","level":2,"score":0.4931130111217499},{"id":"https://openalex.org/C2777611316","wikidata":"https://www.wikidata.org/wiki/Q39045282","display_name":"Streaming data","level":2,"score":0.46946871280670166},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.3031357526779175},{"id":"https://openalex.org/C2778751112","wikidata":"https://www.wikidata.org/wiki/Q835016","display_name":"Window (computing)","level":2,"score":0.22192996740341187},{"id":"https://openalex.org/C111919701","wikidata":"https://www.wikidata.org/wiki/Q9135","display_name":"Operating system","level":1,"score":0.0},{"id":"https://openalex.org/C89423630","wikidata":"https://www.wikidata.org/wiki/Q7193","display_name":"Microbiology","level":1,"score":0.0},{"id":"https://openalex.org/C86803240","wikidata":"https://www.wikidata.org/wiki/Q420","display_name":"Biology","level":0,"score":0.0},{"id":"https://openalex.org/C31258907","wikidata":"https://www.wikidata.org/wiki/Q1301371","display_name":"Computer network","level":1,"score":0.0},{"id":"https://openalex.org/C76155785","wikidata":"https://www.wikidata.org/wiki/Q418","display_name":"Telecommunications","level":1,"score":0.0}],"mesh":[],"locations_count":3,"locations":[{"id":"doi:10.3390/computers10010013","is_oa":true,"landing_page_url":"https://doi.org/10.3390/computers10010013","pdf_url":"https://www.mdpi.com/2073-431X/10/1/13/pdf?version=1611053626","source":{"id":"https://openalex.org/S4210228075","display_name":"Computers","issn_l":"2073-431X","issn":["2073-431X"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310310987","host_organization_name":"Multidisciplinary Digital Publishing Institute","host_organization_lineage":["https://openalex.org/P4310310987"],"host_organization_lineage_names":["Multidisciplinary Digital Publishing Institute"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Computers","raw_type":"journal-article"},{"id":"pmh:oai:HAL:hal-03140817v1","is_oa":false,"landing_page_url":"https://hal.science/hal-03140817","pdf_url":null,"source":{"id":"https://openalex.org/S4406922466","display_name":"SPIRE - Sciences Po Institutional REpository","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Computers, 2021, 10 (1), pp.13. &#x27E8;10.3390/computers10010013&#x27E9;","raw_type":"Journal articles"},{"id":"pmh:oai:doaj.org/article:8fb183317b3743b2997c34e918b6bfc1","is_oa":true,"landing_page_url":"https://doaj.org/article/8fb183317b3743b2997c34e918b6bfc1","pdf_url":null,"source":{"id":"https://openalex.org/S112646816","display_name":"SHILAP Revista de lepidopterolog\u00eda","issn_l":"0300-5267","issn":["0300-5267","2340-4078"],"is_oa":true,"is_in_doaj":true,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"journal"},"license":"cc-by-sa","license_id":"https://openalex.org/licenses/cc-by-sa","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Computers, Vol 10, Iss 1, p 13 (2021)","raw_type":"article"}],"best_oa_location":{"id":"doi:10.3390/computers10010013","is_oa":true,"landing_page_url":"https://doi.org/10.3390/computers10010013","pdf_url":"https://www.mdpi.com/2073-431X/10/1/13/pdf?version=1611053626","source":{"id":"https://openalex.org/S4210228075","display_name":"Computers","issn_l":"2073-431X","issn":["2073-431X"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310310987","host_organization_name":"Multidisciplinary Digital Publishing Institute","host_organization_lineage":["https://openalex.org/P4310310987"],"host_organization_lineage_names":["Multidisciplinary Digital Publishing Institute"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Computers","raw_type":"journal-article"},"sustainable_development_goals":[],"awards":[],"funders":[{"id":"https://openalex.org/F4320311746","display_name":"University of Waikato","ror":"https://ror.org/013fsnh78"},{"id":"https://openalex.org/F4320334537","display_name":"T\u00e9l\u00e9com Paris","ror":"https://ror.org/01naq7912"}],"has_content":{"grobid_xml":true,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W3123859009.pdf","grobid_xml":"https://content.openalex.org/works/W3123859009.grobid-xml"},"referenced_works_count":59,"referenced_works":["https://openalex.org/W27933213","https://openalex.org/W65512104","https://openalex.org/W70607902","https://openalex.org/W150715854","https://openalex.org/W201138236","https://openalex.org/W1525647652","https://openalex.org/W1552028541","https://openalex.org/W1581231885","https://openalex.org/W1598260899","https://openalex.org/W1970978220","https://openalex.org/W1990079212","https://openalex.org/W1995443851","https://openalex.org/W2026493302","https://openalex.org/W2045064676","https://openalex.org/W2099419573","https://openalex.org/W2116300222","https://openalex.org/W2122646361","https://openalex.org/W2135335717","https://openalex.org/W2137130182","https://openalex.org/W2143991132","https://openalex.org/W2144200194","https://openalex.org/W2170936641","https://openalex.org/W2287498853","https://openalex.org/W2296719434","https://openalex.org/W2337854997","https://openalex.org/W2545264114","https://openalex.org/W2602516395","https://openalex.org/W2613577378","https://openalex.org/W2616332741","https://openalex.org/W2783205364","https://openalex.org/W2786535488","https://openalex.org/W2801183640","https://openalex.org/W2806029905","https://openalex.org/W2847284300","https://openalex.org/W2883188304","https://openalex.org/W2887794269","https://openalex.org/W2899638272","https://openalex.org/W2903719205","https://openalex.org/W2912097776","https://openalex.org/W2939365567","https://openalex.org/W2971503667","https://openalex.org/W2982256049","https://openalex.org/W2997967197","https://openalex.org/W3003253354","https://openalex.org/W3015791395","https://openalex.org/W4237219250","https://openalex.org/W4237444738","https://openalex.org/W4255375128","https://openalex.org/W4256141317","https://openalex.org/W6602666206","https://openalex.org/W6608319088","https://openalex.org/W6649126050","https://openalex.org/W6675040714","https://openalex.org/W6680192438","https://openalex.org/W6685077929","https://openalex.org/W6703359148","https://openalex.org/W6735918670","https://openalex.org/W6752866118","https://openalex.org/W6779320027"],"related_works":["https://openalex.org/W4281572076","https://openalex.org/W127192698","https://openalex.org/W4307392573","https://openalex.org/W2802243998","https://openalex.org/W2469699777","https://openalex.org/W2060628068","https://openalex.org/W2167004500","https://openalex.org/W3208495060","https://openalex.org/W2277307313","https://openalex.org/W2235038291"],"abstract_inverted_index":{"Detecting":[0],"anomalies":[1],"in":[2,26,70,107,125,175],"streaming":[3],"data":[4,50,79,99,108,123,148,177,209,225],"is":[5,83,91,166,180],"an":[6,63,92,167],"important":[7],"issue":[8],"for":[9,49,78,98,172,193],"many":[10],"application":[11],"domains,":[12],"such":[13],"as":[14],"cybersecurity,":[15],"natural":[16],"disasters,":[17],"or":[18,259],"bank":[19],"frauds.":[20],"Different":[21],"approaches":[22],"have":[23,246],"been":[24],"designed":[25],"order":[27,126],"to":[28,127,145,188,202,205],"detect":[29],"anomalies:":[30],"statistics-based,":[31],"isolation-based,":[32],"clustering-based,":[33],"etc.":[34],"In":[35,227],"this":[36],"paper,":[37],"we":[38,140,199,229],"present":[39],"a":[40,53,74,102,176,181,257],"structured":[41],"survey":[42],"of":[43,65,76,87,131,134,216,254],"the":[44,129,142,189,217,231,233,237,251],"existing":[45],"anomaly":[46,104],"detection":[47,69,105,160,261],"methods":[48,219],"streams":[51,100],"with":[52,207,256],"deep":[54],"view":[55],"on":[56,85,117,220],"Isolation":[57,66],"Forest":[58,67],"(iForest).":[59],"We":[60,114,211],"first":[61],"provide":[62],"implementation":[64,82,133],"Anomalies":[68],"Stream":[71],"Data":[72],"(IForestASD),":[73],"variant":[75],"iForest":[77],"streams.":[80,210],"This":[81],"built":[84],"top":[86],"scikit-multiflow":[88],"(River),":[89],"which":[90],"open":[93],"source":[94],"machine":[95],"learning":[96],"framework":[97],"containing":[101],"single":[103],"algorithm":[106,144,171],"streams,":[109],"called":[110],"Streaming":[111],"half-space":[112,137],"trees.":[113,138],"performed":[115],"experiments":[116,241],"different":[118],"real":[119,222],"and":[120,136,163,185,213,223,236],"well":[121,157],"known":[122,158],"sets":[124],"compare":[128],"performance":[130],"our":[132,244],"IForestASD":[135,143,255],"Moreover,":[139],"extended":[141,200],"handle":[146],"drifting":[147],"by":[149],"proposing":[150],"three":[151],"algorithms":[152],"that":[153,243],"involve":[154],"two":[155],"main":[156],"drift":[159,195],"methods:":[161],"ADWIN":[162,165],"KSWIN.":[164],"adaptive":[168],"sliding":[169],"window":[170],"detecting":[173],"change":[174],"stream.":[178],"KSWIN":[179,201],"more":[182],"recent":[183],"method":[184,192],"it":[186],"refers":[187],"Kolmogorov\u2013Smirnov":[190],"Windowing":[191],"concept":[194],"detection.":[196],"More":[197],"precisely,":[198],"be":[203],"able":[204],"deal":[206],"n-dimensional":[208],"validated":[212],"compared":[214],"all":[215],"proposed":[218],"both":[221],"synthetic":[224],"sets.":[226],"particular,":[228],"evaluated":[230],"F1-score,":[232],"execution":[234],"time,":[235],"memory":[238],"consumption.":[239],"The":[240],"show":[242],"extensions":[245],"lower":[247],"resource":[248],"consumption":[249],"than":[250],"original":[252],"version":[253],"similar":[258],"better":[260],"efficiency.":[262]},"counts_by_year":[{"year":2026,"cited_by_count":1},{"year":2025,"cited_by_count":9},{"year":2024,"cited_by_count":15},{"year":2023,"cited_by_count":17},{"year":2022,"cited_by_count":9},{"year":2021,"cited_by_count":5}],"updated_date":"2026-04-24T08:23:43.765630","created_date":"2021-02-01T00:00:00"}
