{"id":"https://openalex.org/W2976482555","doi":"https://doi.org/10.1109/tpami.2019.2944377","title":"Video Anomaly Detection with Sparse Coding Inspired Deep Neural Networks","display_name":"Video Anomaly Detection with Sparse Coding Inspired Deep Neural Networks","publication_year":2019,"publication_date":"2019-09-28","ids":{"openalex":"https://openalex.org/W2976482555","doi":"https://doi.org/10.1109/tpami.2019.2944377","mag":"2976482555","pmid":"https://pubmed.ncbi.nlm.nih.gov/31567072"},"language":"en","primary_location":{"id":"doi:10.1109/tpami.2019.2944377","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tpami.2019.2944377","pdf_url":null,"source":{"id":"https://openalex.org/S199944782","display_name":"IEEE Transactions on Pattern Analysis and Machine Intelligence","issn_l":"0162-8828","issn":["0162-8828","1939-3539","2160-9292"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310320439","host_organization_name":"IEEE Computer Society","host_organization_lineage":["https://openalex.org/P4310320439","https://openalex.org/P4310319808"],"host_organization_lineage_names":["IEEE Computer Society","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 Pattern Analysis and Machine Intelligence","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/A5013605789","display_name":"Weixin Luo","orcid":null},"institutions":[{"id":"https://openalex.org/I30809798","display_name":"ShanghaiTech University","ror":"https://ror.org/030bhh786","country_code":"CN","type":"education","lineage":["https://openalex.org/I30809798"]},{"id":"https://openalex.org/I4210147322","display_name":"Shanghai Institute of Microsystem and Information Technology","ror":"https://ror.org/04nytyj38","country_code":"CN","type":"facility","lineage":["https://openalex.org/I19820366","https://openalex.org/I4210147322"]},{"id":"https://openalex.org/I4210165038","display_name":"University of Chinese Academy of Sciences","ror":"https://ror.org/05qbk4x57","country_code":"CN","type":"education","lineage":["https://openalex.org/I19820366","https://openalex.org/I4210165038"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Weixin Luo","raw_affiliation_strings":["Chinese Academy of Sciences, Shanghai Institute of Microsystem and Information Technology, Shanghai, China","School of Information Science and Technology, ShanghaiTech University, Shanghai, China","University of Chinese Academy of Sciences, Beijing, China"],"raw_orcid":"https://orcid.org/0000-0002-0754-6458","affiliations":[{"raw_affiliation_string":"Chinese Academy of Sciences, Shanghai Institute of Microsystem and Information Technology, Shanghai, China","institution_ids":["https://openalex.org/I4210147322"]},{"raw_affiliation_string":"School of Information Science and Technology, ShanghaiTech University, Shanghai, China","institution_ids":["https://openalex.org/I30809798"]},{"raw_affiliation_string":"University of Chinese Academy of Sciences, Beijing, China","institution_ids":["https://openalex.org/I4210165038"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100320278","display_name":"Wen Liu","orcid":"https://orcid.org/0000-0002-3867-1825"},"institutions":[{"id":"https://openalex.org/I30809798","display_name":"ShanghaiTech University","ror":"https://ror.org/030bhh786","country_code":"CN","type":"education","lineage":["https://openalex.org/I30809798"]},{"id":"https://openalex.org/I4210147322","display_name":"Shanghai Institute of Microsystem and Information Technology","ror":"https://ror.org/04nytyj38","country_code":"CN","type":"facility","lineage":["https://openalex.org/I19820366","https://openalex.org/I4210147322"]},{"id":"https://openalex.org/I4210165038","display_name":"University of Chinese Academy of Sciences","ror":"https://ror.org/05qbk4x57","country_code":"CN","type":"education","lineage":["https://openalex.org/I19820366","https://openalex.org/I4210165038"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Wen Liu","raw_affiliation_strings":["Chinese Academy of Sciences, Shanghai Institute of Microsystem and Information Technology, Shanghai, China","School of Information Science and Technology, ShanghaiTech University, Shanghai, China","University of Chinese Academy of Sciences, Beijing, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Chinese Academy of Sciences, Shanghai Institute of Microsystem and Information Technology, Shanghai, China","institution_ids":["https://openalex.org/I4210147322"]},{"raw_affiliation_string":"School of Information Science and Technology, ShanghaiTech University, Shanghai, China","institution_ids":["https://openalex.org/I30809798"]},{"raw_affiliation_string":"University of Chinese Academy of Sciences, Beijing, China","institution_ids":["https://openalex.org/I4210165038"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5080414200","display_name":"Dongze Lian","orcid":"https://orcid.org/0000-0002-4947-0316"},"institutions":[{"id":"https://openalex.org/I30809798","display_name":"ShanghaiTech University","ror":"https://ror.org/030bhh786","country_code":"CN","type":"education","lineage":["https://openalex.org/I30809798"]},{"id":"https://openalex.org/I4210147322","display_name":"Shanghai Institute of Microsystem and Information Technology","ror":"https://ror.org/04nytyj38","country_code":"CN","type":"facility","lineage":["https://openalex.org/I19820366","https://openalex.org/I4210147322"]},{"id":"https://openalex.org/I4210165038","display_name":"University of Chinese Academy of Sciences","ror":"https://ror.org/05qbk4x57","country_code":"CN","type":"education","lineage":["https://openalex.org/I19820366","https://openalex.org/I4210165038"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Dongze Lian","raw_affiliation_strings":["Chinese Academy of Sciences, Shanghai Institute of Microsystem and Information Technology, Shanghai, China","School of Information Science and Technology, ShanghaiTech University, Shanghai, China","University of Chinese Academy of Sciences, Beijing, China"],"raw_orcid":"https://orcid.org/0000-0002-4947-0316","affiliations":[{"raw_affiliation_string":"Chinese Academy of Sciences, Shanghai Institute of Microsystem and Information Technology, Shanghai, China","institution_ids":["https://openalex.org/I4210147322"]},{"raw_affiliation_string":"School of Information Science and Technology, ShanghaiTech University, Shanghai, China","institution_ids":["https://openalex.org/I30809798"]},{"raw_affiliation_string":"University of Chinese Academy of Sciences, Beijing, China","institution_ids":["https://openalex.org/I4210165038"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5035112538","display_name":"Jinhui Tang","orcid":"https://orcid.org/0000-0001-9008-222X"},"institutions":[{"id":"https://openalex.org/I36399199","display_name":"Nanjing University of Science and Technology","ror":"https://ror.org/00xp9wg62","country_code":"CN","type":"education","lineage":["https://openalex.org/I36399199"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Jinhui Tang","raw_affiliation_strings":["Nanjing University of Science and Engineering, Nanjing, China"],"raw_orcid":"https://orcid.org/0000-0001-9008-222X","affiliations":[{"raw_affiliation_string":"Nanjing University of Science and Engineering, Nanjing, China","institution_ids":["https://openalex.org/I36399199"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5080093489","display_name":"Lixin Duan","orcid":"https://orcid.org/0000-0002-0723-4016"},"institutions":[{"id":"https://openalex.org/I150229711","display_name":"University of Electronic Science and Technology of China","ror":"https://ror.org/04qr3zq92","country_code":"CN","type":"education","lineage":["https://openalex.org/I150229711"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Lixin Duan","raw_affiliation_strings":["University of Electronic Science and Technology of China, Chengdu, China"],"raw_orcid":"https://orcid.org/0000-0002-0723-4016","affiliations":[{"raw_affiliation_string":"University of Electronic Science and Technology of China, Chengdu, China","institution_ids":["https://openalex.org/I150229711"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5022800038","display_name":"Xi Peng","orcid":"https://orcid.org/0000-0002-5727-2790"},"institutions":[{"id":"https://openalex.org/I24185976","display_name":"Sichuan University","ror":"https://ror.org/011ashp19","country_code":"CN","type":"education","lineage":["https://openalex.org/I24185976"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Xi Peng","raw_affiliation_strings":["Sichuan University, Chengdu, China"],"raw_orcid":"https://orcid.org/0000-0002-5727-2790","affiliations":[{"raw_affiliation_string":"Sichuan University, Chengdu, China","institution_ids":["https://openalex.org/I24185976"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5034339267","display_name":"Shenghua Gao","orcid":"https://orcid.org/0000-0003-1626-2040"},"institutions":[{"id":"https://openalex.org/I30809798","display_name":"ShanghaiTech University","ror":"https://ror.org/030bhh786","country_code":"CN","type":"education","lineage":["https://openalex.org/I30809798"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Shenghua Gao","raw_affiliation_strings":["School of Information Science and Technology, ShanghaiTech University, Shanghai, China"],"raw_orcid":"https://orcid.org/0000-0003-1626-2040","affiliations":[{"raw_affiliation_string":"School of Information Science and Technology, ShanghaiTech University, Shanghai, China","institution_ids":["https://openalex.org/I30809798"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":7,"corresponding_author_ids":["https://openalex.org/A5013605789"],"corresponding_institution_ids":["https://openalex.org/I30809798","https://openalex.org/I4210147322","https://openalex.org/I4210165038"],"apc_list":null,"apc_paid":null,"fwci":13.2047,"has_fulltext":false,"cited_by_count":240,"citation_normalized_percentile":{"value":0.98989682,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":94,"max":100},"biblio":{"volume":"43","issue":"3","first_page":"1070","last_page":"1084"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11512","display_name":"Anomaly Detection Techniques and Applications","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/T11512","display_name":"Anomaly Detection Techniques and Applications","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/T10400","display_name":"Network Security and Intrusion Detection","score":0.9854999780654907,"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/T10331","display_name":"Video Surveillance and Tracking Methods","score":0.9782000184059143,"subfield":{"id":"https://openalex.org/subfields/1707","display_name":"Computer Vision and Pattern Recognition"},"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":0.7637288570404053},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.735193133354187},{"id":"https://openalex.org/keywords/neural-coding","display_name":"Neural coding","score":0.6586177945137024},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.6583422422409058},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.5913155674934387},{"id":"https://openalex.org/keywords/inference","display_name":"Inference","score":0.4892268180847168}],"concepts":[{"id":"https://openalex.org/C739882","wikidata":"https://www.wikidata.org/wiki/Q3560506","display_name":"Anomaly detection","level":2,"score":0.7637288570404053},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.735193133354187},{"id":"https://openalex.org/C77637269","wikidata":"https://www.wikidata.org/wiki/Q7002051","display_name":"Neural coding","level":2,"score":0.6586177945137024},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.6583422422409058},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.5913155674934387},{"id":"https://openalex.org/C2776214188","wikidata":"https://www.wikidata.org/wiki/Q408386","display_name":"Inference","level":2,"score":0.4892268180847168}],"mesh":[],"locations_count":3,"locations":[{"id":"doi:10.1109/tpami.2019.2944377","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tpami.2019.2944377","pdf_url":null,"source":{"id":"https://openalex.org/S199944782","display_name":"IEEE Transactions on Pattern Analysis and Machine Intelligence","issn_l":"0162-8828","issn":["0162-8828","1939-3539","2160-9292"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310320439","host_organization_name":"IEEE Computer Society","host_organization_lineage":["https://openalex.org/P4310320439","https://openalex.org/P4310319808"],"host_organization_lineage_names":["IEEE Computer Society","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 Pattern Analysis and Machine Intelligence","raw_type":"journal-article"},{"id":"pmid:31567072","is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/31567072","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 pattern analysis and machine intelligence","raw_type":null},{"id":"pmh:oai:hub.hku.hk:10722/345022","is_oa":false,"landing_page_url":"https://hub.hku.hk/handle/10722/345022","pdf_url":null,"source":{"id":"https://openalex.org/S4377196271","display_name":"The HKU Scholars Hub (University of Hong Kong)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I889458895","host_organization_name":"University of Hong Kong","host_organization_lineage":["https://openalex.org/I889458895"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"Article"}],"best_oa_location":null,"sustainable_development_goals":[{"display_name":"Industry, innovation and infrastructure","score":0.41999998688697815,"id":"https://metadata.un.org/sdg/9"}],"awards":[{"id":"https://openalex.org/G2140316406","display_name":null,"funder_award_id":"61502304","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G5920757129","display_name":null,"funder_award_id":"61806135","funder_id":"https://openalex.org/F4320338409","funder_display_name":"Northwest Fisheries Science Center"},{"id":"https://openalex.org/G7042734088","display_name":null,"funder_award_id":"2018SCUH0070","funder_id":"https://openalex.org/F4320335787","funder_display_name":"Fundamental Research Funds for the Central Universities"},{"id":"https://openalex.org/G7216576671","display_name":null,"funder_award_id":"YJ201949","funder_id":"https://openalex.org/F4320335787","funder_display_name":"Fundamental Research Funds for the Central Universities"}],"funders":[{"id":"https://openalex.org/F4320321001","display_name":"National Natural Science Foundation of China","ror":"https://ror.org/01h0zpd94"},{"id":"https://openalex.org/F4320335787","display_name":"Fundamental Research Funds for the Central Universities","ror":null},{"id":"https://openalex.org/F4320338409","display_name":"Northwest Fisheries Science Center","ror":"https://ror.org/05r7z1k40"}],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":74,"referenced_works":["https://openalex.org/W24089286","https://openalex.org/W639708223","https://openalex.org/W1536680647","https://openalex.org/W1560724230","https://openalex.org/W1595717062","https://openalex.org/W1686810756","https://openalex.org/W1847088711","https://openalex.org/W1967815760","https://openalex.org/W1983364832","https://openalex.org/W2012931101","https://openalex.org/W2016053056","https://openalex.org/W2021659075","https://openalex.org/W2055846239","https://openalex.org/W2095640719","https://openalex.org/W2099471712","https://openalex.org/W2109255472","https://openalex.org/W2113606819","https://openalex.org/W2122361470","https://openalex.org/W2124917681","https://openalex.org/W2138092272","https://openalex.org/W2140233853","https://openalex.org/W2143612262","https://openalex.org/W2156303437","https://openalex.org/W2160547390","https://openalex.org/W2161969291","https://openalex.org/W2163605009","https://openalex.org/W2163612318","https://openalex.org/W2164261375","https://openalex.org/W2170932168","https://openalex.org/W2179352600","https://openalex.org/W2194775991","https://openalex.org/W2301927352","https://openalex.org/W2308045930","https://openalex.org/W2341058432","https://openalex.org/W2342662179","https://openalex.org/W2402144811","https://openalex.org/W2519730330","https://openalex.org/W2551814208","https://openalex.org/W2559927751","https://openalex.org/W2579718262","https://openalex.org/W2599354622","https://openalex.org/W2606538621","https://openalex.org/W2613718673","https://openalex.org/W2615413256","https://openalex.org/W2618804439","https://openalex.org/W2620139616","https://openalex.org/W2746726611","https://openalex.org/W2753526808","https://openalex.org/W2777342313","https://openalex.org/W2953384591","https://openalex.org/W2962791923","https://openalex.org/W2963240734","https://openalex.org/W2963795951","https://openalex.org/W2963899855","https://openalex.org/W2964270168","https://openalex.org/W4320013936","https://openalex.org/W6600983433","https://openalex.org/W6620707391","https://openalex.org/W6635755983","https://openalex.org/W6637373629","https://openalex.org/W6638824847","https://openalex.org/W6664842933","https://openalex.org/W6676338569","https://openalex.org/W6676903177","https://openalex.org/W6682864246","https://openalex.org/W6684191040","https://openalex.org/W6687869393","https://openalex.org/W6698062217","https://openalex.org/W6713134421","https://openalex.org/W6730548322","https://openalex.org/W6731992678","https://openalex.org/W6735108248","https://openalex.org/W6738465933","https://openalex.org/W6990529707"],"related_works":["https://openalex.org/W2055243143","https://openalex.org/W2105642232","https://openalex.org/W3197833032","https://openalex.org/W4386081464","https://openalex.org/W3207332793","https://openalex.org/W2499612753","https://openalex.org/W3113278055","https://openalex.org/W2750709484","https://openalex.org/W2033914206","https://openalex.org/W2042327336"],"abstract_inverted_index":{"This":[0],"paper":[1],"presents":[2],"an":[3,119],"anomaly":[4,29,159,185,224,228,236,251,296],"detection":[5,229,237,252],"method":[6,282,294],"that":[7,280],"is":[8,42,66,240],"based":[9,28],"on":[10,106,268],"a":[11,33,39,69,133,144,218,234,270],"sparse":[12,26,55,89],"coding":[13,27],"inspired":[14],"Deep":[15],"Neural":[16,73],"Networks":[17,74],"(DNN).":[18],"Specifically,":[19],"in":[20,57,83,91,99,125,151,166,177,253],"light":[21],"of":[22,25,54,108,174,200,246,255,259,264,291],"the":[23,46,60,80,86,109,114,126,167,172,175,197,244,257,262,289],"success":[24],"detection,":[30],"we":[31,101,140,170,192,209,231],"propose":[32,141],"Temporally-coherent":[34],"Sparse":[35],"Coding":[36],"(TSC),":[37],"where":[38],"temporally-coherent":[40],"term":[41],"used":[43],"to":[44,68,78,95,112,142,153,162,188],"preserve":[45],"similarity":[47,135,146],"between":[48,137,148],"two":[49,138],"similar":[50],"frames.":[51],"The":[52],"optimization":[53,93],"coefficients":[56,90],"TSC":[58,92],"with":[59],"Sequential":[61],"Iterative":[62],"Soft-Thresholding":[63],"Algorithm":[64],"(SIATA)":[65],"equivalent":[67],"special":[70],"stacked":[71],"Recurrent":[72],"(sRNN)":[75],"architecture.":[76],"Further,":[77],"reduce":[79,163,171],"computational":[81,164,190],"cost":[82],"alternatively":[84],"updating":[85],"dictionary":[87],"and":[88,94,116,213,261,276,299],"alleviate":[96],"hyperparameters":[97],"selection":[98],"TSC,":[100],"stack":[102],"one":[103],"more":[104,156,222],"layer":[105],"top":[107],"TSC-inspired":[110],"sRNN":[111,176],"reconstruct":[113],"inputs,":[115],"arrive":[117],"at":[118,304],"sRNN-AE.":[120],"We":[121],"further":[122],"improve":[123,189],"sRNN-AE":[124,152,178,220,293],"following":[127],"aspects:":[128],"i)":[129],"rather":[130],"than":[131,243],"using":[132],"predefined":[134],"measurement":[136,147],"frames,":[139],"learn":[143],"data-dependent":[145],"neighboring":[149],"frames":[150,203],"make":[154],"it":[155],"suitable":[157],"for":[158,204,221,250,295],"detection;":[160,186],"ii)":[161],"costs":[165],"inference":[168],"stage,":[169],"depth":[173],"and,":[179],"consequently,":[180],"our":[181,281,292],"framework":[182],"achieves":[183],"real-time":[184],"iii)":[187],"efficiency,":[191],"conduct":[193],"temporal":[194],"pooling":[195],"over":[196],"appearance":[198,211],"features":[199,212,216],"several":[201],"consecutive":[202],"summarizing":[205],"information":[206],"temporally,":[207],"then":[208],"feed":[210],"temporally":[214],"summarized":[215],"into":[217],"separate":[219],"robust":[223],"detection.":[225,297],"To":[226],"facilitate":[227],"evaluation,":[230],"also":[232],"build":[233],"large-scale":[235],"dataset":[238,272],"which":[239,287],"even":[241],"larger":[242],"summation":[245],"all":[247],"existing":[248,285],"datasets":[249,278],"terms":[254],"both":[256,269],"volume":[258],"data":[260,300],"diversity":[263],"scenes.":[265],"Extensive":[266],"experiments":[267],"toy":[271],"under":[273],"controlled":[274],"settings":[275],"real":[277],"demonstrate":[279],"significantly":[283],"outperforms":[284],"methods,":[286],"validates":[288],"effectiveness":[290],"Codes":[298],"have":[301],"been":[302],"released":[303],"https://github.com/StevenLiuWen/sRNN_TSC_Anomaly_Detection.":[305]},"counts_by_year":[{"year":2026,"cited_by_count":6},{"year":2025,"cited_by_count":33},{"year":2024,"cited_by_count":46},{"year":2023,"cited_by_count":64},{"year":2022,"cited_by_count":50},{"year":2021,"cited_by_count":27},{"year":2020,"cited_by_count":12},{"year":2019,"cited_by_count":2}],"updated_date":"2026-06-02T09:04:35.204637","created_date":"2025-10-10T00:00:00"}
