{"id":"https://openalex.org/W2142046981","doi":"https://doi.org/10.1142/s1469026806001861","title":"MULTI-LEARNER BASED RECURSIVE SUPERVISED TRAINING","display_name":"MULTI-LEARNER BASED RECURSIVE SUPERVISED TRAINING","publication_year":2006,"publication_date":"2006-09-01","ids":{"openalex":"https://openalex.org/W2142046981","doi":"https://doi.org/10.1142/s1469026806001861","mag":"2142046981"},"language":"en","primary_location":{"id":"doi:10.1142/s1469026806001861","is_oa":false,"landing_page_url":"https://doi.org/10.1142/s1469026806001861","pdf_url":null,"source":{"id":"https://openalex.org/S206936884","display_name":"International Journal of Computational Intelligence and Applications","issn_l":"1469-0268","issn":["1469-0268","1757-5885"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310311754","host_organization_name":"Imperial College Press","host_organization_lineage":["https://openalex.org/P4310311754"],"host_organization_lineage_names":["Imperial College Press"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"International Journal of Computational Intelligence and Applications","raw_type":"journal-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"green","oa_url":"https://ink.library.smu.edu.sg/sis_research/7396","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5070294243","display_name":"Laxmi Iyer","orcid":"https://orcid.org/0000-0001-9218-4481"},"institutions":[{"id":"https://openalex.org/I165932596","display_name":"National University of Singapore","ror":"https://ror.org/01tgyzw49","country_code":"SG","type":"education","lineage":["https://openalex.org/I165932596"]}],"countries":["SG"],"is_corresponding":false,"raw_author_name":"LAXMI R. IYER","raw_affiliation_strings":["Department of Electrical and Computer Engineering, National University of Singapore, 4 Engineering Drive 3, Singapore 117576, Singapore"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Electrical and Computer Engineering, National University of Singapore, 4 Engineering Drive 3, Singapore 117576, Singapore","institution_ids":["https://openalex.org/I165932596"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5052345858","display_name":"Kiruthika Ramanathan","orcid":null},"institutions":[{"id":"https://openalex.org/I165932596","display_name":"National University of Singapore","ror":"https://ror.org/01tgyzw49","country_code":"SG","type":"education","lineage":["https://openalex.org/I165932596"]}],"countries":["SG"],"is_corresponding":false,"raw_author_name":"KIRUTHIKA RAMANATHAN","raw_affiliation_strings":["Department of Electrical and Computer Engineering, National University of Singapore, 4 Engineering Drive 3, Singapore 117576, Singapore"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Electrical and Computer Engineering, National University of Singapore, 4 Engineering Drive 3, Singapore 117576, Singapore","institution_ids":["https://openalex.org/I165932596"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5113534973","display_name":"Sheng-Uei Guan","orcid":null},"institutions":[{"id":"https://openalex.org/I59433898","display_name":"Brunel University of London","ror":"https://ror.org/00dn4t376","country_code":"GB","type":"education","lineage":["https://openalex.org/I124357947","https://openalex.org/I59433898"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"SHENG-UEI GUAN","raw_affiliation_strings":["School of Engineering and Design, Brunel University, Uxbridge, Middlesex UB8 3PH, UK","School of Engineering and Design, Brunel University, Uxbridge, Middlesex, UB8 3PH, UK"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Engineering and Design, Brunel University, Uxbridge, Middlesex UB8 3PH, UK","institution_ids":["https://openalex.org/I59433898"]},{"raw_affiliation_string":"School of Engineering and Design, Brunel University, Uxbridge, Middlesex, UB8 3PH, UK","institution_ids":["https://openalex.org/I59433898"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":3,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.13616677,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":"06","issue":"03","first_page":"429","last_page":"449"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10320","display_name":"Neural Networks and Applications","score":0.9988999962806702,"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/T10320","display_name":"Neural Networks and Applications","score":0.9988999962806702,"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/T12535","display_name":"Machine Learning and Data Classification","score":0.9979000091552734,"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/T12761","display_name":"Data Stream Mining Techniques","score":0.9962000250816345,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.9303169846534729},{"id":"https://openalex.org/keywords/benchmark","display_name":"Benchmark (surveying)","score":0.599923312664032},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.5969851016998291},{"id":"https://openalex.org/keywords/scalability","display_name":"Scalability","score":0.5625832080841064},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.5565078258514404},{"id":"https://openalex.org/keywords/overhead","display_name":"Overhead (engineering)","score":0.5533266067504883},{"id":"https://openalex.org/keywords/heuristic","display_name":"Heuristic","score":0.512430727481842},{"id":"https://openalex.org/keywords/task","display_name":"Task (project management)","score":0.5077894330024719},{"id":"https://openalex.org/keywords/process","display_name":"Process (computing)","score":0.5066026449203491},{"id":"https://openalex.org/keywords/set","display_name":"Set (abstract data type)","score":0.4947764277458191},{"id":"https://openalex.org/keywords/recursion","display_name":"Recursion (computer science)","score":0.44979146122932434},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.4018491804599762},{"id":"https://openalex.org/keywords/algorithm","display_name":"Algorithm","score":0.17078226804733276},{"id":"https://openalex.org/keywords/database","display_name":"Database","score":0.07905313372612}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.9303169846534729},{"id":"https://openalex.org/C185798385","wikidata":"https://www.wikidata.org/wiki/Q1161707","display_name":"Benchmark (surveying)","level":2,"score":0.599923312664032},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.5969851016998291},{"id":"https://openalex.org/C48044578","wikidata":"https://www.wikidata.org/wiki/Q727490","display_name":"Scalability","level":2,"score":0.5625832080841064},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.5565078258514404},{"id":"https://openalex.org/C2779960059","wikidata":"https://www.wikidata.org/wiki/Q7113681","display_name":"Overhead (engineering)","level":2,"score":0.5533266067504883},{"id":"https://openalex.org/C173801870","wikidata":"https://www.wikidata.org/wiki/Q201413","display_name":"Heuristic","level":2,"score":0.512430727481842},{"id":"https://openalex.org/C2780451532","wikidata":"https://www.wikidata.org/wiki/Q759676","display_name":"Task (project management)","level":2,"score":0.5077894330024719},{"id":"https://openalex.org/C98045186","wikidata":"https://www.wikidata.org/wiki/Q205663","display_name":"Process (computing)","level":2,"score":0.5066026449203491},{"id":"https://openalex.org/C177264268","wikidata":"https://www.wikidata.org/wiki/Q1514741","display_name":"Set (abstract data type)","level":2,"score":0.4947764277458191},{"id":"https://openalex.org/C168773036","wikidata":"https://www.wikidata.org/wiki/Q264164","display_name":"Recursion (computer science)","level":2,"score":0.44979146122932434},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.4018491804599762},{"id":"https://openalex.org/C11413529","wikidata":"https://www.wikidata.org/wiki/Q8366","display_name":"Algorithm","level":1,"score":0.17078226804733276},{"id":"https://openalex.org/C77088390","wikidata":"https://www.wikidata.org/wiki/Q8513","display_name":"Database","level":1,"score":0.07905313372612},{"id":"https://openalex.org/C205649164","wikidata":"https://www.wikidata.org/wiki/Q1071","display_name":"Geography","level":0,"score":0.0},{"id":"https://openalex.org/C199360897","wikidata":"https://www.wikidata.org/wiki/Q9143","display_name":"Programming language","level":1,"score":0.0},{"id":"https://openalex.org/C162324750","wikidata":"https://www.wikidata.org/wiki/Q8134","display_name":"Economics","level":0,"score":0.0},{"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/C187736073","wikidata":"https://www.wikidata.org/wiki/Q2920921","display_name":"Management","level":1,"score":0.0},{"id":"https://openalex.org/C13280743","wikidata":"https://www.wikidata.org/wiki/Q131089","display_name":"Geodesy","level":1,"score":0.0}],"mesh":[],"locations_count":3,"locations":[{"id":"doi:10.1142/s1469026806001861","is_oa":false,"landing_page_url":"https://doi.org/10.1142/s1469026806001861","pdf_url":null,"source":{"id":"https://openalex.org/S206936884","display_name":"International Journal of Computational Intelligence and Applications","issn_l":"1469-0268","issn":["1469-0268","1757-5885"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310311754","host_organization_name":"Imperial College Press","host_organization_lineage":["https://openalex.org/P4310311754"],"host_organization_lineage_names":["Imperial College Press"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"International Journal of Computational Intelligence and Applications","raw_type":"journal-article"},{"id":"pmh:oai:ink.library.smu.edu.sg:sis_research-8399","is_oa":true,"landing_page_url":"https://ink.library.smu.edu.sg/sis_research/7396","pdf_url":null,"source":{"id":"https://openalex.org/S4377196871","display_name":"Institutional Knowledge (InK) - Institutional Knowledge at Singapore Management University (Singapore Management University)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I79891267","host_organization_name":"Singapore Management University","host_organization_lineage":["https://openalex.org/I79891267"],"host_organization_lineage_names":[],"type":"repository"},"license":"other-oa","license_id":"https://openalex.org/licenses/other-oa","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"https://doi.org/10.1142/S1469026806001861","raw_type":"Journal Article"},{"id":"pmh:oai:ink.library.smu.edu.sg:sis_research-10314","is_oa":false,"landing_page_url":"https://ink.library.smu.edu.sg/sis_research/9314","pdf_url":null,"source":{"id":"https://openalex.org/S4306401925","display_name":"Singapore Management University Institutional Knowledge (InK) (Singapore Management University)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I79891267","host_organization_name":"Singapore Management University","host_organization_lineage":["https://openalex.org/I79891267"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"https://doi.org/10.1142/S1469026806001861","raw_type":"Journal Article"}],"best_oa_location":{"id":"pmh:oai:ink.library.smu.edu.sg:sis_research-8399","is_oa":true,"landing_page_url":"https://ink.library.smu.edu.sg/sis_research/7396","pdf_url":null,"source":{"id":"https://openalex.org/S4377196871","display_name":"Institutional Knowledge (InK) - Institutional Knowledge at Singapore Management University (Singapore Management University)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I79891267","host_organization_name":"Singapore Management University","host_organization_lineage":["https://openalex.org/I79891267"],"host_organization_lineage_names":[],"type":"repository"},"license":"other-oa","license_id":"https://openalex.org/licenses/other-oa","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"https://doi.org/10.1142/S1469026806001861","raw_type":"Journal Article"},"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":23,"referenced_works":["https://openalex.org/W44465109","https://openalex.org/W1578772208","https://openalex.org/W1651093245","https://openalex.org/W1653273292","https://openalex.org/W1940950356","https://openalex.org/W1964168965","https://openalex.org/W1992419399","https://openalex.org/W2010783912","https://openalex.org/W2036230352","https://openalex.org/W2042481239","https://openalex.org/W2047588761","https://openalex.org/W2084812512","https://openalex.org/W2096459875","https://openalex.org/W2104109662","https://openalex.org/W2110802877","https://openalex.org/W2113442785","https://openalex.org/W2135125546","https://openalex.org/W2139280638","https://openalex.org/W2139463648","https://openalex.org/W2155399784","https://openalex.org/W2766736793","https://openalex.org/W2912934387","https://openalex.org/W3020857852"],"related_works":["https://openalex.org/W2378211422","https://openalex.org/W4321353415","https://openalex.org/W2130974462","https://openalex.org/W972276598","https://openalex.org/W2086519370","https://openalex.org/W2028665553","https://openalex.org/W1976679120","https://openalex.org/W2087343574","https://openalex.org/W4312723892","https://openalex.org/W2783065147"],"abstract_inverted_index":{"In":[0,89,149],"this":[1,90],"paper,":[2],"we":[3],"propose":[4],"the":[5,15,24,29,36,39,68,76,81,96,100,107,136,143,146,154,165,182,185,204],"multi-learner":[6],"based":[7,66],"recursive":[8,19],"supervised":[9],"training":[10,23],"(MLRT)":[11],"algorithm,":[12],"which":[13],"uses":[14],"existing":[16],"framework":[17],"of":[18,43,63,70,99,164],"task":[20],"decomposition,":[21],"by":[22,157],"entire":[25],"dataset,":[26,101],"picking":[27],"out":[28],"best":[30],"learnt":[31],"patterns,":[32],"and":[33,102,110,124,139,145,175,187],"then":[34],"repeating":[35],"process":[37],"with":[38,80,122,130,168],"remaining":[40],"patterns.":[41],"Instead":[42],"having":[44],"a":[45,61],"single":[46],"learner":[47,57,84],"to":[48,94,105,180,188,203],"classify":[49],"all":[50],"datasets":[51],"during":[52],"each":[53],"recursion,":[54],"an":[55],"appropriate":[56],"is":[58,159,201],"chosen":[59],"from":[60],"set":[62],"three":[64],"learners,":[65],"on":[67,127,135,142],"subset":[69],"data":[71,108,129],"being":[72],"trained,":[73],"thereby":[74],"avoiding":[75],"time":[77,155],"overhead":[78],"associated":[79],"genetic":[82],"algorithm":[83],"utilized":[85],"in":[86,133,184,198],"previous":[87],"approaches.":[88],"way":[91],"MLRT":[92,116,158,206],"seeks":[93],"identify":[95],"inherent":[97],"characteristics":[98],"utilize":[103],"it":[104,190],"train":[106],"accurately":[109],"efficiently.":[111],"We":[112],"observed":[113],"that":[114,163],"empirically":[115],"performs":[117],"considerably":[118,160],"well":[119],"as":[120],"compared":[121],"RPHP":[123],"other":[125,166],"systems":[126,167],"benchmark":[128],"11%":[131],"improvement":[132],"accuracy":[134],"SPAM":[137],"dataset":[138],"comparable":[140,169],"performances":[141],"VOWEL":[144],"TWO-SPIRAL":[147],"problems.":[148],"addition,":[150],"for":[151,193],"most":[152],"datasets,":[153],"taken":[156],"lower":[161],"than":[162],"accuracy.":[170],"Two":[171],"heuristic":[172],"versions,":[173],"MLRT-2":[174],"MLRT-3,":[176],"are":[177],"also":[178],"introduced":[179],"improve":[181],"efficiency":[183],"system,":[186],"make":[189],"more":[191],"scalable":[192],"future":[194],"updates.":[195],"The":[196],"performance":[197],"these":[199],"versions":[200],"similar":[202],"original":[205],"system.":[207]},"counts_by_year":[],"updated_date":"2026-06-11T09:08:48.828518","created_date":"2025-10-10T00:00:00"}
