{"id":"https://openalex.org/W3189982953","doi":"https://doi.org/10.1587/transinf.2020bdp0002","title":"Performance Evaluation of Online Machine Learning Models Based on Cyclic Dynamic and Feature-Adaptive Time Series","display_name":"Performance Evaluation of Online Machine Learning Models Based on Cyclic Dynamic and Feature-Adaptive Time Series","publication_year":2021,"publication_date":"2021-07-31","ids":{"openalex":"https://openalex.org/W3189982953","doi":"https://doi.org/10.1587/transinf.2020bdp0002","mag":"3189982953"},"language":"en","primary_location":{"id":"doi:10.1587/transinf.2020bdp0002","is_oa":true,"landing_page_url":"https://doi.org/10.1587/transinf.2020bdp0002","pdf_url":null,"source":{"id":"https://openalex.org/S2486202937","display_name":"IEICE Transactions on Information and Systems","issn_l":"0916-8532","issn":["0916-8532","1745-1361"],"is_oa":true,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4320800604","host_organization_name":"Institute of Electronics, Information and Communication Engineers","host_organization_lineage":["https://openalex.org/P4320800604"],"host_organization_lineage_names":["Institute of Electronics, Information and Communication Engineers"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEICE Transactions on Information and Systems","raw_type":"journal-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"diamond","oa_url":"https://doi.org/10.1587/transinf.2020bdp0002","any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5025315553","display_name":"Ahmed Salih Al-Khaleefa","orcid":"https://orcid.org/0000-0002-6746-6011"},"institutions":[{"id":"https://openalex.org/I3133452077","display_name":"Imam Sadiq University","ror":"https://ror.org/02mkkqv65","country_code":"IR","type":"education","lineage":["https://openalex.org/I3133452077"]},{"id":"https://openalex.org/I4401041618","display_name":"Imam Ja\u2019afar Al-Sadiq University","ror":"https://ror.org/02477a553","country_code":null,"type":"education","lineage":["https://openalex.org/I4401041618"]}],"countries":["IR"],"is_corresponding":true,"raw_author_name":"Ahmed Salih AL-KHALEEFA","raw_affiliation_strings":["Department of Computer Engineering, Faculty of Information Technology, Imam Jafar Al-Sadiq University"],"affiliations":[{"raw_affiliation_string":"Department of Computer Engineering, Faculty of Information Technology, Imam Jafar Al-Sadiq University","institution_ids":["https://openalex.org/I3133452077","https://openalex.org/I4401041618"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5069265026","display_name":"Rosilah Hassan","orcid":"https://orcid.org/0000-0003-1348-5804"},"institutions":[{"id":"https://openalex.org/I885383172","display_name":"National University of Malaysia","ror":"https://ror.org/00bw8d226","country_code":"MY","type":"education","lineage":["https://openalex.org/I885383172"]}],"countries":["MY"],"is_corresponding":false,"raw_author_name":"Rosilah HASSAN","raw_affiliation_strings":["Centre for Cyber Security, Faculty of Information Science and Technology (FTSM), Universiti Kebangsaan Malaysia (UKM)"],"affiliations":[{"raw_affiliation_string":"Centre for Cyber Security, Faculty of Information Science and Technology (FTSM), Universiti Kebangsaan Malaysia (UKM)","institution_ids":["https://openalex.org/I885383172"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5033493600","display_name":"Mohd Riduan Ahmad","orcid":"https://orcid.org/0000-0001-9474-7153"},"institutions":[{"id":"https://openalex.org/I32589535","display_name":"Technical University of Malaysia Malacca","ror":"https://ror.org/01xb6rs26","country_code":"MY","type":"education","lineage":["https://openalex.org/I32589535"]}],"countries":["MY"],"is_corresponding":false,"raw_author_name":"Mohd Riduan AHMAD","raw_affiliation_strings":["Broadband and Networking (BBNET) Research Group, Center for Telecommunication and Research Innovation (CeTRI), Fakulti Kejuruteraan Elektronik dan Kejuruteraan Komputer (FKEKK), Universiti Teknikal Malaysia Melaka (UTeM)"],"affiliations":[{"raw_affiliation_string":"Broadband and Networking (BBNET) Research Group, Center for Telecommunication and Research Innovation (CeTRI), Fakulti Kejuruteraan Elektronik dan Kejuruteraan Komputer (FKEKK), Universiti Teknikal Malaysia Melaka (UTeM)","institution_ids":["https://openalex.org/I32589535"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5044120604","display_name":"Faizan Qamar","orcid":"https://orcid.org/0000-0002-0390-7842"},"institutions":[{"id":"https://openalex.org/I885383172","display_name":"National University of Malaysia","ror":"https://ror.org/00bw8d226","country_code":"MY","type":"education","lineage":["https://openalex.org/I885383172"]}],"countries":["MY"],"is_corresponding":false,"raw_author_name":"Faizan QAMAR","raw_affiliation_strings":["Centre for Cyber Security, Faculty of Information Science and Technology (FTSM), Universiti Kebangsaan Malaysia (UKM)"],"affiliations":[{"raw_affiliation_string":"Centre for Cyber Security, Faculty of Information Science and Technology (FTSM), Universiti Kebangsaan Malaysia (UKM)","institution_ids":["https://openalex.org/I885383172"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5102928468","display_name":"Zheng Wen","orcid":"https://orcid.org/0000-0002-9942-8431"},"institutions":[{"id":"https://openalex.org/I150744194","display_name":"Waseda University","ror":"https://ror.org/00ntfnx83","country_code":"JP","type":"education","lineage":["https://openalex.org/I150744194"]}],"countries":["JP"],"is_corresponding":false,"raw_author_name":"Zheng WEN","raw_affiliation_strings":["Department of Communications and Computer Engineering, Faculty of School of Fundamental Science and Engineering, Waseda University"],"affiliations":[{"raw_affiliation_string":"Department of Communications and Computer Engineering, Faculty of School of Fundamental Science and Engineering, Waseda University","institution_ids":["https://openalex.org/I150744194"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5073112703","display_name":"Azana Hafizah Mohd Aman","orcid":"https://orcid.org/0000-0001-7337-6736"},"institutions":[{"id":"https://openalex.org/I885383172","display_name":"National University of Malaysia","ror":"https://ror.org/00bw8d226","country_code":"MY","type":"education","lineage":["https://openalex.org/I885383172"]}],"countries":["MY"],"is_corresponding":false,"raw_author_name":"Azana Hafizah MOHD AMAN","raw_affiliation_strings":["Centre for Cyber Security, Faculty of Information Science and Technology (FTSM), Universiti Kebangsaan Malaysia (UKM)"],"affiliations":[{"raw_affiliation_string":"Centre for Cyber Security, Faculty of Information Science and Technology (FTSM), Universiti Kebangsaan Malaysia (UKM)","institution_ids":["https://openalex.org/I885383172"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5076994242","display_name":"Keping Yu","orcid":"https://orcid.org/0000-0001-5735-2507"},"institutions":[{"id":"https://openalex.org/I150744194","display_name":"Waseda University","ror":"https://ror.org/00ntfnx83","country_code":"JP","type":"education","lineage":["https://openalex.org/I150744194"]}],"countries":["JP"],"is_corresponding":false,"raw_author_name":"Keping YU","raw_affiliation_strings":["Global Information and Telecommunication Institute, Waseda University"],"affiliations":[{"raw_affiliation_string":"Global Information and Telecommunication Institute, Waseda University","institution_ids":["https://openalex.org/I150744194"]}]}],"institutions":[],"countries_distinct_count":3,"institutions_distinct_count":7,"corresponding_author_ids":["https://openalex.org/A5025315553"],"corresponding_institution_ids":["https://openalex.org/I3133452077","https://openalex.org/I4401041618"],"apc_list":null,"apc_paid":null,"fwci":0.6798,"has_fulltext":false,"cited_by_count":6,"citation_normalized_percentile":{"value":0.75568733,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":94,"max":99},"biblio":{"volume":"E104.D","issue":"8","first_page":"1172","last_page":"1184"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T12676","display_name":"Machine Learning and ELM","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/T12676","display_name":"Machine Learning and ELM","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/T12702","display_name":"Brain Tumor Detection and Classification","score":0.9732999801635742,"subfield":{"id":"https://openalex.org/subfields/2808","display_name":"Neurology"},"field":{"id":"https://openalex.org/fields/28","display_name":"Neuroscience"},"domain":{"id":"https://openalex.org/domains/1","display_name":"Life Sciences"}},{"id":"https://openalex.org/T13918","display_name":"Advanced Data and IoT Technologies","score":0.9715999960899353,"subfield":{"id":"https://openalex.org/subfields/2208","display_name":"Electrical and Electronic 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/computer-science","display_name":"Computer science","score":0.8400280475616455},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.7839709520339966},{"id":"https://openalex.org/keywords/testbed","display_name":"Testbed","score":0.7540075778961182},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.7447172403335571},{"id":"https://openalex.org/keywords/feature","display_name":"Feature (linguistics)","score":0.593265950679779},{"id":"https://openalex.org/keywords/online-machine-learning","display_name":"Online machine learning","score":0.5472880601882935},{"id":"https://openalex.org/keywords/retraining","display_name":"Retraining","score":0.507452666759491},{"id":"https://openalex.org/keywords/scheme","display_name":"Scheme (mathematics)","score":0.44911208748817444},{"id":"https://openalex.org/keywords/adaptive-learning","display_name":"Adaptive learning","score":0.4420276880264282},{"id":"https://openalex.org/keywords/active-learning","display_name":"Active learning (machine learning)","score":0.4350307881832123}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.8400280475616455},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.7839709520339966},{"id":"https://openalex.org/C31395832","wikidata":"https://www.wikidata.org/wiki/Q1318674","display_name":"Testbed","level":2,"score":0.7540075778961182},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.7447172403335571},{"id":"https://openalex.org/C2776401178","wikidata":"https://www.wikidata.org/wiki/Q12050496","display_name":"Feature (linguistics)","level":2,"score":0.593265950679779},{"id":"https://openalex.org/C115903097","wikidata":"https://www.wikidata.org/wiki/Q7094097","display_name":"Online machine learning","level":3,"score":0.5472880601882935},{"id":"https://openalex.org/C2778712577","wikidata":"https://www.wikidata.org/wiki/Q3505966","display_name":"Retraining","level":2,"score":0.507452666759491},{"id":"https://openalex.org/C77618280","wikidata":"https://www.wikidata.org/wiki/Q1155772","display_name":"Scheme (mathematics)","level":2,"score":0.44911208748817444},{"id":"https://openalex.org/C125014702","wikidata":"https://www.wikidata.org/wiki/Q4680749","display_name":"Adaptive learning","level":2,"score":0.4420276880264282},{"id":"https://openalex.org/C77967617","wikidata":"https://www.wikidata.org/wiki/Q4677561","display_name":"Active learning (machine learning)","level":2,"score":0.4350307881832123},{"id":"https://openalex.org/C134306372","wikidata":"https://www.wikidata.org/wiki/Q7754","display_name":"Mathematical analysis","level":1,"score":0.0},{"id":"https://openalex.org/C138885662","wikidata":"https://www.wikidata.org/wiki/Q5891","display_name":"Philosophy","level":0,"score":0.0},{"id":"https://openalex.org/C155202549","wikidata":"https://www.wikidata.org/wiki/Q178803","display_name":"International trade","level":1,"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/C41895202","wikidata":"https://www.wikidata.org/wiki/Q8162","display_name":"Linguistics","level":1,"score":0.0},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.0},{"id":"https://openalex.org/C144133560","wikidata":"https://www.wikidata.org/wiki/Q4830453","display_name":"Business","level":0,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1587/transinf.2020bdp0002","is_oa":true,"landing_page_url":"https://doi.org/10.1587/transinf.2020bdp0002","pdf_url":null,"source":{"id":"https://openalex.org/S2486202937","display_name":"IEICE Transactions on Information and Systems","issn_l":"0916-8532","issn":["0916-8532","1745-1361"],"is_oa":true,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4320800604","host_organization_name":"Institute of Electronics, Information and Communication Engineers","host_organization_lineage":["https://openalex.org/P4320800604"],"host_organization_lineage_names":["Institute of Electronics, Information and Communication Engineers"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEICE Transactions on Information and Systems","raw_type":"journal-article"}],"best_oa_location":{"id":"doi:10.1587/transinf.2020bdp0002","is_oa":true,"landing_page_url":"https://doi.org/10.1587/transinf.2020bdp0002","pdf_url":null,"source":{"id":"https://openalex.org/S2486202937","display_name":"IEICE Transactions on Information and Systems","issn_l":"0916-8532","issn":["0916-8532","1745-1361"],"is_oa":true,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4320800604","host_organization_name":"Institute of Electronics, Information and Communication Engineers","host_organization_lineage":["https://openalex.org/P4320800604"],"host_organization_lineage_names":["Institute of Electronics, Information and Communication Engineers"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEICE Transactions on Information and Systems","raw_type":"journal-article"},"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":55,"referenced_works":["https://openalex.org/W31566076","https://openalex.org/W42670108","https://openalex.org/W588796930","https://openalex.org/W635085613","https://openalex.org/W1170104835","https://openalex.org/W1483423851","https://openalex.org/W1575312501","https://openalex.org/W1630879738","https://openalex.org/W1866355538","https://openalex.org/W1965944734","https://openalex.org/W1983120804","https://openalex.org/W1985368534","https://openalex.org/W1995126785","https://openalex.org/W1998034343","https://openalex.org/W2001825424","https://openalex.org/W2045391248","https://openalex.org/W2058204668","https://openalex.org/W2058963220","https://openalex.org/W2061351010","https://openalex.org/W2067314461","https://openalex.org/W2085305295","https://openalex.org/W2105308437","https://openalex.org/W2139836766","https://openalex.org/W2146849834","https://openalex.org/W2158054309","https://openalex.org/W2167214832","https://openalex.org/W2313829154","https://openalex.org/W2336023257","https://openalex.org/W2343538158","https://openalex.org/W2471037159","https://openalex.org/W2513367535","https://openalex.org/W2576683119","https://openalex.org/W2736834028","https://openalex.org/W2766825571","https://openalex.org/W2785312969","https://openalex.org/W2888100907","https://openalex.org/W2891118631","https://openalex.org/W2891696143","https://openalex.org/W2918643464","https://openalex.org/W2946782444","https://openalex.org/W2962989991","https://openalex.org/W2970752013","https://openalex.org/W2984128863","https://openalex.org/W2998874759","https://openalex.org/W3003821665","https://openalex.org/W3044955947","https://openalex.org/W3088196840","https://openalex.org/W3091157956","https://openalex.org/W3092041085","https://openalex.org/W3111084717","https://openalex.org/W3117379804","https://openalex.org/W3118968349","https://openalex.org/W3119569744","https://openalex.org/W3123463689","https://openalex.org/W3163279171"],"related_works":["https://openalex.org/W1986633584","https://openalex.org/W2037866349","https://openalex.org/W2901581617","https://openalex.org/W184546935","https://openalex.org/W1976326851","https://openalex.org/W146740654","https://openalex.org/W4381996401","https://openalex.org/W2949717367","https://openalex.org/W4288327880","https://openalex.org/W2544750528"],"abstract_inverted_index":{"Machine":[0,105],"learning":[1,40,58,62,66,99],"is":[2,51,67,84,204],"becoming":[3],"an":[4],"attractive":[5],"topic":[6],"for":[7,126],"researchers":[8],"and":[9,23,38,45,63,92,115,133,144,171,181,187],"industrial":[10],"firms":[11],"in":[12,25,141,200],"the":[13,52,68,79,127,142,148,156,164,168,174,196],"area":[14],"of":[15,19,55,70,147,155,167,178,198],"computational":[16],"intelligence":[17],"because":[18],"its":[20],"proven":[21],"effectiveness":[22],"performance":[24,54],"resolving":[26],"real-world":[27],"problems.":[28],"However,":[29],"some":[30],"challenges":[31],"such":[32],"as":[33],"precise":[34],"search,":[35],"intelligent":[36,39],"discovery":[37],"need":[41],"to":[42,74,159,185,191,195,206],"be":[43,160],"addressed":[44],"solved.":[46],"One":[47],"most":[48],"important":[49],"challenge":[50],"non-steady":[53],"various":[56,135],"machine":[57,98],"models":[59,128],"during":[60],"online":[61,97],"operation.":[64],"Online":[65,101],"ability":[69],"a":[71,124,131],"machine-learning":[72],"model":[73],"modernize":[75],"information":[76,83],"without":[77],"retraining":[78],"scheme":[80],"when":[81],"new":[82],"available.":[85],"To":[86],"address":[87],"this":[88],"challenge,":[89],"we":[90,122,151],"evaluate":[91],"analyze":[93],"four":[94],"widely":[95],"used":[96],"models:":[100],"Sequential":[102],"Extreme":[103],"Learning":[104],"(OSELM),":[106],"Feature":[107],"Adaptive":[108],"OSELM":[109,113,119,186],"(FA-OSELM),":[110],"Knowledge":[111],"Preserving":[112],"(KP-OSELM),":[114],"Infinite":[116],"Term":[117],"Memory":[118],"(ITM-OSELM).":[120],"Specifically,":[121],"provide":[123],"testbed":[125],"by":[129],"building":[130],"framework":[132],"configuring":[134],"evaluation":[136],"scenarios":[137,172],"given":[138],"different":[139,153],"factors":[140],"topological":[143],"mathematical":[145],"aspects":[146],"models.":[149,175],"Furthermore,":[150],"generate":[152],"characteristics":[154],"time":[157,192],"series":[158],"learned.":[161],"Results":[162],"prove":[163],"real":[165],"impact":[166],"tested":[169],"parameters":[170],"on":[173],"In":[176],"terms":[177],"accuracy,":[179],"KP-OSELM":[180],"ITM-OSELM":[182,203],"are":[183],"superior":[184,205],"FA-OSELM.":[188],"With":[189],"regard":[190],"efficiency":[193],"related":[194],"percentage":[197],"decreases":[199],"active":[201],"features,":[202],"KP-OSELM.":[207]},"counts_by_year":[{"year":2026,"cited_by_count":1},{"year":2023,"cited_by_count":3},{"year":2022,"cited_by_count":2}],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}