{"id":"https://openalex.org/W4413978830","doi":"https://doi.org/10.1109/tcyb.2025.3601712","title":"Detectability Driven Recommendation of Anomaly Detection Models for Time-Series Data","display_name":"Detectability Driven Recommendation of Anomaly Detection Models for Time-Series Data","publication_year":2025,"publication_date":"2025-09-04","ids":{"openalex":"https://openalex.org/W4413978830","doi":"https://doi.org/10.1109/tcyb.2025.3601712","pmid":"https://pubmed.ncbi.nlm.nih.gov/40907047"},"language":"en","primary_location":{"id":"doi:10.1109/tcyb.2025.3601712","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tcyb.2025.3601712","pdf_url":null,"source":{"id":"https://openalex.org/S4210191041","display_name":"IEEE Transactions on Cybernetics","issn_l":"2168-2267","issn":["2168-2267","2168-2275"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Transactions on Cybernetics","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","pubmed"],"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/A5044789592","display_name":"Xianmin Liu","orcid":"https://orcid.org/0000-0002-4229-636X"},"institutions":[{"id":"https://openalex.org/I204983213","display_name":"Harbin Institute of Technology","ror":"https://ror.org/01yqg2h08","country_code":"CN","type":"education","lineage":["https://openalex.org/I204983213"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Xianmin Liu","raw_affiliation_strings":["School of Computer Science and Technology, Harbin Institute of Technology, Harbin, China"],"raw_orcid":"https://orcid.org/0000-0002-4229-636X","affiliations":[{"raw_affiliation_string":"School of Computer Science and Technology, Harbin Institute of Technology, Harbin, China","institution_ids":["https://openalex.org/I204983213"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100547696","display_name":"Xu Gao","orcid":null},"institutions":[{"id":"https://openalex.org/I204983213","display_name":"Harbin Institute of Technology","ror":"https://ror.org/01yqg2h08","country_code":"CN","type":"education","lineage":["https://openalex.org/I204983213"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Xu Gao","raw_affiliation_strings":["School of Computer Science and Technology, Harbin Institute of Technology, Harbin, China"],"raw_orcid":"https://orcid.org/0009-0001-5055-2044","affiliations":[{"raw_affiliation_string":"School of Computer Science and Technology, Harbin Institute of Technology, Harbin, China","institution_ids":["https://openalex.org/I204983213"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100336574","display_name":"Wenbo Li","orcid":"https://orcid.org/0000-0002-2609-0783"},"institutions":[{"id":"https://openalex.org/I194716290","display_name":"China Academy of Space Technology","ror":"https://ror.org/025397a59","country_code":"CN","type":"government","lineage":["https://openalex.org/I194716290","https://openalex.org/I2802615301"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Wenbo Li","raw_affiliation_strings":["National Key Laboratory of Science and Technology on Space Intelligent Control, Beijing Institute of Control Engineering, Beijing, China"],"raw_orcid":"https://orcid.org/0000-0002-2609-0783","affiliations":[{"raw_affiliation_string":"National Key Laboratory of Science and Technology on Space Intelligent Control, Beijing Institute of Control Engineering, Beijing, China","institution_ids":["https://openalex.org/I194716290"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5022114589","display_name":"Chengrui Liu","orcid":"https://orcid.org/0000-0001-8839-6748"},"institutions":[{"id":"https://openalex.org/I194716290","display_name":"China Academy of Space Technology","ror":"https://ror.org/025397a59","country_code":"CN","type":"government","lineage":["https://openalex.org/I194716290","https://openalex.org/I2802615301"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Chengrui Liu","raw_affiliation_strings":["National Key Laboratory of Science and Technology on Space Intelligent Control, Beijing Institute of Control Engineering, Beijing, China"],"raw_orcid":"https://orcid.org/0000-0001-8839-6748","affiliations":[{"raw_affiliation_string":"National Key Laboratory of Science and Technology on Space Intelligent Control, Beijing Institute of Control Engineering, Beijing, China","institution_ids":["https://openalex.org/I194716290"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100378289","display_name":"Wenjing Liu","orcid":"https://orcid.org/0000-0001-8062-358X"},"institutions":[{"id":"https://openalex.org/I194716290","display_name":"China Academy of Space Technology","ror":"https://ror.org/025397a59","country_code":"CN","type":"government","lineage":["https://openalex.org/I194716290","https://openalex.org/I2802615301"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Wenjing Liu","raw_affiliation_strings":["National Key Laboratory of Science and Technology on Space Intelligent Control, Beijing Institute of Control Engineering, Beijing, China"],"raw_orcid":"https://orcid.org/0000-0001-8062-358X","affiliations":[{"raw_affiliation_string":"National Key Laboratory of Science and Technology on Space Intelligent Control, Beijing Institute of Control Engineering, Beijing, China","institution_ids":["https://openalex.org/I194716290"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5082884911","display_name":"Hanyu Liang","orcid":"https://orcid.org/0009-0002-1292-7658"},"institutions":[{"id":"https://openalex.org/I194716290","display_name":"China Academy of Space Technology","ror":"https://ror.org/025397a59","country_code":"CN","type":"government","lineage":["https://openalex.org/I194716290","https://openalex.org/I2802615301"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Hanyu Liang","raw_affiliation_strings":["National Key Laboratory of Science and Technology on Space Intelligent Control, Beijing Institute of Control Engineering, Beijing, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"National Key Laboratory of Science and Technology on Space Intelligent Control, Beijing Institute of Control Engineering, Beijing, China","institution_ids":["https://openalex.org/I194716290"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":6,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":1.7588,"has_fulltext":false,"cited_by_count":1,"citation_normalized_percentile":{"value":0.88390401,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":91,"max":95},"biblio":{"volume":"55","issue":"11","first_page":"5286","last_page":"5299"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11512","display_name":"Anomaly Detection Techniques and Applications","score":0.9959999918937683,"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/T11512","display_name":"Anomaly Detection Techniques and Applications","score":0.9959999918937683,"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/T12205","display_name":"Time Series Analysis and Forecasting","score":0.9284999966621399,"subfield":{"id":"https://openalex.org/subfields/1711","display_name":"Signal Processing"},"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":0.9273999929428101,"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/anomaly-detection","display_name":"Anomaly detection","score":0.7731215357780457},{"id":"https://openalex.org/keywords/series","display_name":"Series (stratigraphy)","score":0.7180776596069336},{"id":"https://openalex.org/keywords/anomaly","display_name":"Anomaly (physics)","score":0.5998873710632324},{"id":"https://openalex.org/keywords/time-series","display_name":"Time series","score":0.5527535676956177},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.5193549394607544},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.4647141695022583},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.1871231198310852},{"id":"https://openalex.org/keywords/geology","display_name":"Geology","score":0.1429765224456787},{"id":"https://openalex.org/keywords/physics","display_name":"Physics","score":0.08535373210906982}],"concepts":[{"id":"https://openalex.org/C739882","wikidata":"https://www.wikidata.org/wiki/Q3560506","display_name":"Anomaly detection","level":2,"score":0.7731215357780457},{"id":"https://openalex.org/C143724316","wikidata":"https://www.wikidata.org/wiki/Q312468","display_name":"Series (stratigraphy)","level":2,"score":0.7180776596069336},{"id":"https://openalex.org/C12997251","wikidata":"https://www.wikidata.org/wiki/Q567560","display_name":"Anomaly (physics)","level":2,"score":0.5998873710632324},{"id":"https://openalex.org/C151406439","wikidata":"https://www.wikidata.org/wiki/Q186588","display_name":"Time series","level":2,"score":0.5527535676956177},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5193549394607544},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.4647141695022583},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.1871231198310852},{"id":"https://openalex.org/C127313418","wikidata":"https://www.wikidata.org/wiki/Q1069","display_name":"Geology","level":0,"score":0.1429765224456787},{"id":"https://openalex.org/C121332964","wikidata":"https://www.wikidata.org/wiki/Q413","display_name":"Physics","level":0,"score":0.08535373210906982},{"id":"https://openalex.org/C26873012","wikidata":"https://www.wikidata.org/wiki/Q214781","display_name":"Condensed matter physics","level":1,"score":0.0},{"id":"https://openalex.org/C151730666","wikidata":"https://www.wikidata.org/wiki/Q7205","display_name":"Paleontology","level":1,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1109/tcyb.2025.3601712","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tcyb.2025.3601712","pdf_url":null,"source":{"id":"https://openalex.org/S4210191041","display_name":"IEEE Transactions on Cybernetics","issn_l":"2168-2267","issn":["2168-2267","2168-2275"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Transactions on Cybernetics","raw_type":"journal-article"},{"id":"pmid:40907047","is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/40907047","pdf_url":null,"source":{"id":"https://openalex.org/S4306525036","display_name":"PubMed","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I1299303238","host_organization_name":"National Institutes of Health","host_organization_lineage":["https://openalex.org/I1299303238"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE transactions on cybernetics","raw_type":null}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G1488954981","display_name":null,"funder_award_id":"62272137","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G3803916258","display_name":null,"funder_award_id":"62103450","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G4468205572","display_name":null,"funder_award_id":"2021YFB1715000","funder_id":"https://openalex.org/F4320335777","funder_display_name":"National Key Research and Development Program of China"},{"id":"https://openalex.org/G6545572955","display_name":null,"funder_award_id":"12150007","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"}],"funders":[{"id":"https://openalex.org/F4320321001","display_name":"National Natural Science Foundation of China","ror":"https://ror.org/01h0zpd94"},{"id":"https://openalex.org/F4320335777","display_name":"National Key Research and Development Program of China","ror":null}],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":39,"referenced_works":["https://openalex.org/W309312769","https://openalex.org/W1999712963","https://openalex.org/W2020583287","https://openalex.org/W2026493302","https://openalex.org/W2093606067","https://openalex.org/W2105510466","https://openalex.org/W2122646361","https://openalex.org/W2224609888","https://openalex.org/W2296719434","https://openalex.org/W2584499795","https://openalex.org/W2621614835","https://openalex.org/W2743617586","https://openalex.org/W2786827964","https://openalex.org/W2804952383","https://openalex.org/W2886736558","https://openalex.org/W2950220059","https://openalex.org/W2950361482","https://openalex.org/W2963166639","https://openalex.org/W2963210896","https://openalex.org/W2974666364","https://openalex.org/W2977929929","https://openalex.org/W2982490718","https://openalex.org/W3021858395","https://openalex.org/W3040266635","https://openalex.org/W3175514463","https://openalex.org/W3175611124","https://openalex.org/W3198059351","https://openalex.org/W4206248047","https://openalex.org/W4280572898","https://openalex.org/W4283318673","https://openalex.org/W4283324222","https://openalex.org/W4288057688","https://openalex.org/W4313138291","https://openalex.org/W4361800658","https://openalex.org/W4385245566","https://openalex.org/W4386128207","https://openalex.org/W4399196368","https://openalex.org/W4402042247","https://openalex.org/W4403206288"],"related_works":["https://openalex.org/W2806741695","https://openalex.org/W4290647774","https://openalex.org/W3189286258","https://openalex.org/W3207797160","https://openalex.org/W3210364259","https://openalex.org/W4300558037","https://openalex.org/W2667207928","https://openalex.org/W2912112202","https://openalex.org/W4377864969","https://openalex.org/W3120251014"],"abstract_inverted_index":{"Anomaly":[0],"detection":[1,32,70,95,115,124,143,163,207,220,246,286],"for":[2,67,92,149,203,218,254,263],"time-series":[3],"data":[4,41,187,256],"has":[5],"been":[6],"viewed":[7],"widely":[8],"in":[9,50,83,97,104,111,190,224],"many":[10,112,162],"practical":[11,98],"applications":[12],"and":[13,42,185,283,288,297],"caused":[14,158],"lots":[15],"of":[16,64,106,236,243],"research":[17],"interests.":[18],"A":[19],"popular":[20],"solution":[21],"based":[22,232,259],"on":[23,37,168,233,260,279],"deep":[24],"learning":[25,36,65],"techniques":[26,262],"is":[27,74,88,118,137,195,222,238,248,271,294],"first":[28],"building":[29,68],"an":[30,146,244,266],"anomaly":[31,69,114,142,206,219,245,285],"model":[33,46,229,247,268],"by":[34,159,210],"offline":[35],"a":[38,62,134,214,228,251],"specific":[39],"training":[40],"subsequently":[43],"utilizing":[44],"the":[45,51,55,101,107,129,140,155,169,182,211,234,241,291],"to":[47,121,128,138,153,198],"detect":[48],"anomalies":[49],"online":[52,113],"setting.":[53],"On":[54,100],"one":[56,79],"hand,":[57,103],"previous":[58],"works":[59,166],"have":[60],"introduced":[61],"plenty":[63],"methods":[66,202],"models,":[71],"but":[72],"it":[73,117,194],"well":[75],"known":[76],"that":[77,290],"no":[78],"can":[80],"perform":[81],"best":[82],"all":[84],"settings.":[85],"Therefore,":[86,193],"there":[87],"usually":[89,176],"high":[90,130,156],"demand":[91],"collecting":[93],"multiple":[94,123],"models":[96,125,152,221],"applications.":[99,192],"other":[102],"view":[105],"limited":[108],"computing":[109,264],"resources":[110],"applications,":[116],"almost":[119],"impossible":[120],"run":[122],"simultaneously":[126],"due":[127],"time":[131,173,281],"cost.":[132],"Then,":[133,258],"natural":[135],"idea":[136],"enhance":[139],"general":[141],"procedure":[144],"with":[145],"effective":[147,200,296],"mechanism":[148],"selecting":[150],"proper":[151],"avoid":[154],"cost":[157],"executing":[160],"too":[161],"models.":[164,208],"Previous":[165],"focusing":[167],"recommendation":[170,201,216,230,269],"either":[171],"are":[172,277],"inefficient":[174],"or":[175],"show":[177,289],"weak":[178],"performance,":[179],"suffering":[180],"from":[181],"missing":[183],"labels":[184],"heterogeneous":[186],"characteristics":[188],"met":[189],"real":[191,280],"highly":[196],"needed":[197],"design":[199],"automatically":[204],"choosing":[205],"Motivated":[209],"technical":[212],"challenges,":[213],"novel":[215],"method":[217,293],"proposed":[223,292],"this":[225],"article.":[226],"First,":[227],"framework":[231],"concept":[235],"detectability":[237,242],"introduced,":[239],"where":[240],"defined":[249],"using":[250],"fine-grained":[252],"strategy":[253],"comparing":[255],"characteristics.":[257],"efficient":[261,267],"detectability,":[265],"algorithm":[270],"designed.":[272],"Finally,":[273],"extensive":[274],"experimental":[275],"results":[276],"produced":[278],"series":[282],"typical":[284],"methods,":[287],"both":[295],"efficient.":[298]},"counts_by_year":[{"year":2025,"cited_by_count":1}],"updated_date":"2026-06-11T09:08:48.828518","created_date":"2025-10-10T00:00:00"}
