{"id":"https://openalex.org/W3207332793","doi":"https://doi.org/10.2478/jaiscr-2022-0002","title":"Anomaly Pattern Detection in Streaming Data Based on the Transformation to Multiple Binary-Valued Data Streams","display_name":"Anomaly Pattern Detection in Streaming Data Based on the Transformation to Multiple Binary-Valued Data Streams","publication_year":2021,"publication_date":"2021-10-08","ids":{"openalex":"https://openalex.org/W3207332793","doi":"https://doi.org/10.2478/jaiscr-2022-0002","mag":"3207332793"},"language":"en","primary_location":{"id":"doi:10.2478/jaiscr-2022-0002","is_oa":true,"landing_page_url":"https://doi.org/10.2478/jaiscr-2022-0002","pdf_url":"https://www.sciendo.com/pdf/10.2478/jaiscr-2022-0002","source":{"id":"https://openalex.org/S4210223945","display_name":"Journal of Artificial Intelligence and Soft Computing Research","issn_l":"2083-2567","issn":["2083-2567","2449-6499"],"is_oa":true,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310317241","host_organization_name":"Polish Neural Network Society, the University of Social Sciences in Lodz & Czestochowa University of Technology","host_organization_lineage":["https://openalex.org/P4310317241"],"host_organization_lineage_names":["Polish Neural Network Society, the University of Social Sciences in Lodz & Czestochowa University of Technology"],"type":"journal"},"license":"cc-by-nc-nd","license_id":"https://openalex.org/licenses/cc-by-nc-nd","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Journal of Artificial Intelligence and Soft Computing Research","raw_type":"journal-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"diamond","oa_url":"https://www.sciendo.com/pdf/10.2478/jaiscr-2022-0002","any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5051336850","display_name":"Taegong Kim","orcid":null},"institutions":[{"id":"https://openalex.org/I196345858","display_name":"Chungnam National University","ror":"https://ror.org/0227as991","country_code":"KR","type":"education","lineage":["https://openalex.org/I196345858"]}],"countries":["KR"],"is_corresponding":true,"raw_author_name":"Taegong Kim","raw_affiliation_strings":["Department of Computer Science and Engineering , Chungnam National University , 220 Gung-dong, Yuseong-gu, Daejeon, 305-763, Korea"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Computer Science and Engineering , Chungnam National University , 220 Gung-dong, Yuseong-gu, Daejeon, 305-763, Korea","institution_ids":["https://openalex.org/I196345858"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5028761737","display_name":"Cheong Hee Park","orcid":"https://orcid.org/0000-0002-8233-2206"},"institutions":[{"id":"https://openalex.org/I196345858","display_name":"Chungnam National University","ror":"https://ror.org/0227as991","country_code":"KR","type":"education","lineage":["https://openalex.org/I196345858"]}],"countries":["KR"],"is_corresponding":false,"raw_author_name":"Cheong Hee Park","raw_affiliation_strings":["Department of Computer Science and Engineering , Chungnam National University , 220 Gung-dong, Yuseong-gu, Daejeon, 305-763, Korea"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Computer Science and Engineering , Chungnam National University , 220 Gung-dong, Yuseong-gu, Daejeon, 305-763, Korea","institution_ids":["https://openalex.org/I196345858"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":2,"corresponding_author_ids":["https://openalex.org/A5051336850"],"corresponding_institution_ids":["https://openalex.org/I196345858"],"apc_list":null,"apc_paid":null,"fwci":0.6996,"has_fulltext":true,"cited_by_count":6,"citation_normalized_percentile":{"value":0.76845255,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":90,"max":96},"biblio":{"volume":"12","issue":"1","first_page":"19","last_page":"27"},"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":0.9987000226974487,"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/T12391","display_name":"Artificial Immune Systems Applications","score":0.9901999831199646,"subfield":{"id":"https://openalex.org/subfields/2204","display_name":"Biomedical Engineering"},"field":{"id":"https://openalex.org/fields/22","display_name":"Engineering"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/anomaly-detection","display_name":"Anomaly detection","score":0.9435211420059204},{"id":"https://openalex.org/keywords/outlier","display_name":"Outlier","score":0.802550733089447},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.6483774185180664},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6368351578712463},{"id":"https://openalex.org/keywords/anomaly","display_name":"Anomaly (physics)","score":0.6035795211791992},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.5626254677772522},{"id":"https://openalex.org/keywords/transformation","display_name":"Transformation (genetics)","score":0.5422776937484741},{"id":"https://openalex.org/keywords/binary-number","display_name":"Binary number","score":0.5261504054069519},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.4568016231060028},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.23872968554496765}],"concepts":[{"id":"https://openalex.org/C739882","wikidata":"https://www.wikidata.org/wiki/Q3560506","display_name":"Anomaly detection","level":2,"score":0.9435211420059204},{"id":"https://openalex.org/C79337645","wikidata":"https://www.wikidata.org/wiki/Q779824","display_name":"Outlier","level":2,"score":0.802550733089447},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.6483774185180664},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6368351578712463},{"id":"https://openalex.org/C12997251","wikidata":"https://www.wikidata.org/wiki/Q567560","display_name":"Anomaly (physics)","level":2,"score":0.6035795211791992},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.5626254677772522},{"id":"https://openalex.org/C204241405","wikidata":"https://www.wikidata.org/wiki/Q461499","display_name":"Transformation (genetics)","level":3,"score":0.5422776937484741},{"id":"https://openalex.org/C48372109","wikidata":"https://www.wikidata.org/wiki/Q3913","display_name":"Binary number","level":2,"score":0.5261504054069519},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.4568016231060028},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.23872968554496765},{"id":"https://openalex.org/C94375191","wikidata":"https://www.wikidata.org/wiki/Q11205","display_name":"Arithmetic","level":1,"score":0.0},{"id":"https://openalex.org/C185592680","wikidata":"https://www.wikidata.org/wiki/Q2329","display_name":"Chemistry","level":0,"score":0.0},{"id":"https://openalex.org/C121332964","wikidata":"https://www.wikidata.org/wiki/Q413","display_name":"Physics","level":0,"score":0.0},{"id":"https://openalex.org/C55493867","wikidata":"https://www.wikidata.org/wiki/Q7094","display_name":"Biochemistry","level":1,"score":0.0},{"id":"https://openalex.org/C104317684","wikidata":"https://www.wikidata.org/wiki/Q7187","display_name":"Gene","level":2,"score":0.0},{"id":"https://openalex.org/C26873012","wikidata":"https://www.wikidata.org/wiki/Q214781","display_name":"Condensed matter physics","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.2478/jaiscr-2022-0002","is_oa":true,"landing_page_url":"https://doi.org/10.2478/jaiscr-2022-0002","pdf_url":"https://www.sciendo.com/pdf/10.2478/jaiscr-2022-0002","source":{"id":"https://openalex.org/S4210223945","display_name":"Journal of Artificial Intelligence and Soft Computing Research","issn_l":"2083-2567","issn":["2083-2567","2449-6499"],"is_oa":true,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310317241","host_organization_name":"Polish Neural Network Society, the University of Social Sciences in Lodz & Czestochowa University of Technology","host_organization_lineage":["https://openalex.org/P4310317241"],"host_organization_lineage_names":["Polish Neural Network Society, the University of Social Sciences in Lodz & Czestochowa University of Technology"],"type":"journal"},"license":"cc-by-nc-nd","license_id":"https://openalex.org/licenses/cc-by-nc-nd","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Journal of Artificial Intelligence and Soft Computing Research","raw_type":"journal-article"}],"best_oa_location":{"id":"doi:10.2478/jaiscr-2022-0002","is_oa":true,"landing_page_url":"https://doi.org/10.2478/jaiscr-2022-0002","pdf_url":"https://www.sciendo.com/pdf/10.2478/jaiscr-2022-0002","source":{"id":"https://openalex.org/S4210223945","display_name":"Journal of Artificial Intelligence and Soft Computing Research","issn_l":"2083-2567","issn":["2083-2567","2449-6499"],"is_oa":true,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310317241","host_organization_name":"Polish Neural Network Society, the University of Social Sciences in Lodz & Czestochowa University of Technology","host_organization_lineage":["https://openalex.org/P4310317241"],"host_organization_lineage_names":["Polish Neural Network Society, the University of Social Sciences in Lodz & Czestochowa University of Technology"],"type":"journal"},"license":"cc-by-nc-nd","license_id":"https://openalex.org/licenses/cc-by-nc-nd","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Journal of Artificial Intelligence and Soft Computing Research","raw_type":"journal-article"},"sustainable_development_goals":[{"score":0.6399999856948853,"id":"https://metadata.un.org/sdg/15","display_name":"Life in Land"}],"awards":[],"funders":[{"id":"https://openalex.org/F4320321204","display_name":"Chungnam National University","ror":"https://ror.org/0227as991"}],"has_content":{"grobid_xml":true,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W3207332793.pdf","grobid_xml":"https://content.openalex.org/works/W3207332793.grobid-xml"},"referenced_works_count":20,"referenced_works":["https://openalex.org/W1565377632","https://openalex.org/W1876967670","https://openalex.org/W1974534365","https://openalex.org/W2049058890","https://openalex.org/W2087615914","https://openalex.org/W2101234009","https://openalex.org/W2135335717","https://openalex.org/W2141851943","https://openalex.org/W2144182447","https://openalex.org/W2144200194","https://openalex.org/W2296719434","https://openalex.org/W2338990760","https://openalex.org/W2507064736","https://openalex.org/W2598351857","https://openalex.org/W2899323951","https://openalex.org/W2907773779","https://openalex.org/W2963445059","https://openalex.org/W3005299290","https://openalex.org/W4254182148","https://openalex.org/W4256141317"],"related_works":["https://openalex.org/W2499612753","https://openalex.org/W3111802945","https://openalex.org/W2806741695","https://openalex.org/W2946096271","https://openalex.org/W2295423552","https://openalex.org/W1598471830","https://openalex.org/W3107369729","https://openalex.org/W4290647774","https://openalex.org/W3189286258","https://openalex.org/W3207797160"],"abstract_inverted_index":{"Abstract":[0],"Anomaly":[1],"pattern":[2,25,56,73,108,145,162],"detection":[3,26,64,74,87,109,131,146,163],"in":[4,39,111],"a":[5,11,21,112],"data":[6,41,113,121,154],"stream":[7,42,114],"aims":[8],"to":[9,17,118],"detect":[10],"time":[12],"point":[13],"where":[14],"outliers":[15,35],"begin":[16],"occur":[18],"abnormally.":[19],"Recently,":[20],"method":[22,75,110,147],"for":[23,34,82],"anomaly":[24,55,72,107,144,161],"has":[27],"been":[28],"proposed":[29,143],"based":[30,77],"on":[31,78],"binary":[32,44,80],"classification":[33,81],"and":[36,138,152],"statistical":[37],"tests":[38],"the":[40,71,79,90,116,142,168],"of":[43,46,92],"labels":[45],"normal":[47],"or":[48],"an":[49,54,106],"outlier.":[50],"It":[51],"showed":[52],"that":[53,160],"can":[57,96],"be":[58,98],"detected":[59],"accurately":[60],"even":[61],"when":[62],"outlier":[63,86,94,125,130,136,140],"performance":[65],"is":[66,76,148],"relatively":[67],"low.":[68],"However,":[69],"since":[70],"outliers,":[83],"most":[84],"well-known":[85],"methods,":[88,132],"with":[89],"output":[91],"real-valued":[93,124],"scores,":[95],"not":[97],"used":[99],"directly.":[100],"In":[101],"this":[102],"paper,":[103],"we":[104],"propose":[105],"using":[115,128,150,164],"transformation":[117],"multiple":[119],"binary-valued":[120],"streams":[122],"from":[123],"scores.":[126],"By":[127],"three":[129],"Isolation":[133,165],"Forest(IF),":[134],"Autoencoder-based":[135],"detection,":[137],"Local":[139],"factor(LOF),":[141],"tested":[149],"artificial":[151],"real":[153],"sets.":[155],"The":[156],"experimental":[157],"results":[158],"show":[159],"Forest":[166],"gives":[167],"best":[169],"performance.":[170]},"counts_by_year":[{"year":2025,"cited_by_count":1},{"year":2024,"cited_by_count":2},{"year":2023,"cited_by_count":2},{"year":2022,"cited_by_count":1}],"updated_date":"2026-05-21T06:26:12.895304","created_date":"2025-10-10T00:00:00"}