{"id":"https://openalex.org/W2063555913","doi":"https://doi.org/10.1109/smc.2014.6974260","title":"Ensemble online sequential extreme learning machine for large data set classification","display_name":"Ensemble online sequential extreme learning machine for large data set classification","publication_year":2014,"publication_date":"2014-10-01","ids":{"openalex":"https://openalex.org/W2063555913","doi":"https://doi.org/10.1109/smc.2014.6974260","mag":"2063555913"},"language":"en","primary_location":{"id":"doi:10.1109/smc.2014.6974260","is_oa":false,"landing_page_url":"https://doi.org/10.1109/smc.2014.6974260","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2014 IEEE International Conference on Systems, Man, and Cybernetics (SMC)","raw_type":"proceedings-article"},"type":"article","indexed_in":["crossref"],"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/A5017499347","display_name":"Junhai Zhai","orcid":"https://orcid.org/0000-0001-9962-7417"},"institutions":[{"id":"https://openalex.org/I43337087","display_name":"Hebei University","ror":"https://ror.org/01p884a79","country_code":"CN","type":"education","lineage":["https://openalex.org/I43337087"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Junhai Zhai","raw_affiliation_strings":["College of Mathematics and Computer Science, Hebei University Key Laboratory of Machine Learning and Computational, Baoding, Intelligence of Hebei Province, China","College of Mathematics and Computer Science  Hebei University  Baoding 071002  China"],"affiliations":[{"raw_affiliation_string":"College of Mathematics and Computer Science, Hebei University Key Laboratory of Machine Learning and Computational, Baoding, Intelligence of Hebei Province, China","institution_ids":["https://openalex.org/I43337087"]},{"raw_affiliation_string":"College of Mathematics and Computer Science  Hebei University  Baoding 071002  China","institution_ids":["https://openalex.org/I43337087"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5078571319","display_name":"Jinggeng Wang","orcid":null},"institutions":[{"id":"https://openalex.org/I43337087","display_name":"Hebei University","ror":"https://ror.org/01p884a79","country_code":"CN","type":"education","lineage":["https://openalex.org/I43337087"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Jinggeng Wang","raw_affiliation_strings":["College of Mathematics and Computer Science, Hebei University, Baoding, China","College of Mathematics and Computer Science  Hebei University  Baoding 071002  China"],"affiliations":[{"raw_affiliation_string":"College of Mathematics and Computer Science, Hebei University, Baoding, China","institution_ids":["https://openalex.org/I43337087"]},{"raw_affiliation_string":"College of Mathematics and Computer Science  Hebei University  Baoding 071002  China","institution_ids":["https://openalex.org/I43337087"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5073006299","display_name":"Xizhao Wang","orcid":"https://orcid.org/0000-0001-6036-4728"},"institutions":[{"id":"https://openalex.org/I43337087","display_name":"Hebei University","ror":"https://ror.org/01p884a79","country_code":"CN","type":"education","lineage":["https://openalex.org/I43337087"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Xizhao Wang","raw_affiliation_strings":["College of Mathematics and Computer Science, Hebei University Key Laboratory of Machine Learning and Computational, Baoding, Intelligence of Hebei Province, China","College of Mathematics and Computer Science  Hebei University  Baoding 071002  China"],"affiliations":[{"raw_affiliation_string":"College of Mathematics and Computer Science, Hebei University Key Laboratory of Machine Learning and Computational, Baoding, Intelligence of Hebei Province, China","institution_ids":["https://openalex.org/I43337087"]},{"raw_affiliation_string":"College of Mathematics and Computer Science  Hebei University  Baoding 071002  China","institution_ids":["https://openalex.org/I43337087"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":3,"corresponding_author_ids":["https://openalex.org/A5017499347"],"corresponding_institution_ids":["https://openalex.org/I43337087"],"apc_list":null,"apc_paid":null,"fwci":1.636,"has_fulltext":false,"cited_by_count":13,"citation_normalized_percentile":{"value":0.87351516,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":89,"max":96},"biblio":{"volume":null,"issue":null,"first_page":"2250","last_page":"2255"},"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/T11307","display_name":"Domain Adaptation and Few-Shot Learning","score":0.9904000163078308,"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/T10057","display_name":"Face and Expression Recognition","score":0.9753000140190125,"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/extreme-learning-machine","display_name":"Extreme learning machine","score":0.9631049633026123},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.7882187366485596},{"id":"https://openalex.org/keywords/generalization","display_name":"Generalization","score":0.7337209582328796},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.600114643573761},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.5914934873580933},{"id":"https://openalex.org/keywords/set","display_name":"Set (abstract data type)","score":0.5100701451301575},{"id":"https://openalex.org/keywords/data-set","display_name":"Data set","score":0.43427619338035583},{"id":"https://openalex.org/keywords/training-set","display_name":"Training set","score":0.4175569713115692},{"id":"https://openalex.org/keywords/artificial-neural-network","display_name":"Artificial neural network","score":0.3257232904434204},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.09659510850906372}],"concepts":[{"id":"https://openalex.org/C2780150128","wikidata":"https://www.wikidata.org/wiki/Q21948731","display_name":"Extreme learning machine","level":3,"score":0.9631049633026123},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7882187366485596},{"id":"https://openalex.org/C177148314","wikidata":"https://www.wikidata.org/wiki/Q170084","display_name":"Generalization","level":2,"score":0.7337209582328796},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.600114643573761},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.5914934873580933},{"id":"https://openalex.org/C177264268","wikidata":"https://www.wikidata.org/wiki/Q1514741","display_name":"Set (abstract data type)","level":2,"score":0.5100701451301575},{"id":"https://openalex.org/C58489278","wikidata":"https://www.wikidata.org/wiki/Q1172284","display_name":"Data set","level":2,"score":0.43427619338035583},{"id":"https://openalex.org/C51632099","wikidata":"https://www.wikidata.org/wiki/Q3985153","display_name":"Training set","level":2,"score":0.4175569713115692},{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.3257232904434204},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.09659510850906372},{"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/C134306372","wikidata":"https://www.wikidata.org/wiki/Q7754","display_name":"Mathematical analysis","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/smc.2014.6974260","is_oa":false,"landing_page_url":"https://doi.org/10.1109/smc.2014.6974260","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2014 IEEE International Conference on Systems, Man, and Cybernetics (SMC)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[{"id":"https://openalex.org/F4320321001","display_name":"National Natural Science Foundation of China","ror":"https://ror.org/01h0zpd94"},{"id":"https://openalex.org/F4320321949","display_name":"Department of Education of Hebei Province","ror":"https://ror.org/01jkyjd96"},{"id":"https://openalex.org/F4320322163","display_name":"Natural Science Foundation of Hebei Province","ror":"https://ror.org/01h0zpd94"}],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":23,"referenced_works":["https://openalex.org/W1532194299","https://openalex.org/W1604591429","https://openalex.org/W2007005293","https://openalex.org/W2028362891","https://openalex.org/W2030184507","https://openalex.org/W2047431064","https://openalex.org/W2052842899","https://openalex.org/W2058128874","https://openalex.org/W2063414811","https://openalex.org/W2069315453","https://openalex.org/W2075193177","https://openalex.org/W2089782020","https://openalex.org/W2096987757","https://openalex.org/W2111072639","https://openalex.org/W2130378394","https://openalex.org/W2136602355","https://openalex.org/W2141695047","https://openalex.org/W2154568261","https://openalex.org/W2155319834","https://openalex.org/W2158054309","https://openalex.org/W2165967751","https://openalex.org/W2168618665","https://openalex.org/W6683152347"],"related_works":["https://openalex.org/W2067443264","https://openalex.org/W31566076","https://openalex.org/W2786391746","https://openalex.org/W2991483587","https://openalex.org/W4381430104","https://openalex.org/W2995102745","https://openalex.org/W4226059458","https://openalex.org/W2914559142","https://openalex.org/W1990237101","https://openalex.org/W3196471634"],"abstract_inverted_index":{"Online":[0],"sequential":[1,12,52],"extreme":[2],"learning":[3,13,63,105],"machine":[4],"(OS-ELM)":[5],"proposed":[6,135],"by":[7],"Liang":[8],"et":[9],"al.":[10],"employ":[11],"strategy":[14],"to":[15,71,109,124],"learn":[16,30],"the":[17,21,25,112,134,145],"target":[18],"concept":[19],"from":[20],"data.":[22],"Compared":[23],"with":[24,35,41,49,111],"original":[26],"ELM,":[27,72],"OS-ELM":[28,60,73,88,123],"can":[29,142],"data":[31,86,127],"one-by-one":[32],"or":[33,37],"chunk-by-chunk":[34],"fixed":[36],"varying":[38],"chunk":[39],"size":[40],"almost":[42],"same":[43],"performance":[44],"as":[45,55],"ELM.":[46],"While":[47],"compared":[48],"other":[50],"state-of-the-art":[51],"algorithms":[53],"such":[54],"SGBP,":[56],"RAN":[57],"and":[58,65,139],"GAP-RBF,":[59],"has":[61,75],"faster":[62],"speed":[64],"better":[66],"generalization":[67],"ability.":[68],"However,":[69],"similar":[70],"also":[74],"instability":[76],"in":[77,103],"different":[78],"trials":[79],"of":[80],"simulations.":[81],"In":[82,107],"addition,":[83],"for":[84,121],"large":[85,126],"sets,":[87],"will":[89],"not":[90,97],"halt":[91],"when":[92],"there":[93],"are":[94],"training":[95],"samples":[96],"be":[98],"learned,":[99],"this":[100,114],"phenomenon":[101],"results":[102,131],"long":[104],"time.":[106],"order":[108],"deal":[110],"problems,":[113],"paper":[115],"proposes":[116],"an":[117],"algorithm":[118],"named":[119],"E-OS-ELM":[120],"integrating":[122],"classify":[125],"sets.":[128],"The":[129],"experimental":[130],"show":[132],"that":[133],"method":[136],"is":[137],"effective":[138],"efficient;":[140],"it":[141],"effectively":[143],"overcome":[144],"drawbacks":[146],"mentioned":[147],"above.":[148]},"counts_by_year":[{"year":2024,"cited_by_count":1},{"year":2023,"cited_by_count":1},{"year":2022,"cited_by_count":2},{"year":2021,"cited_by_count":1},{"year":2020,"cited_by_count":2},{"year":2019,"cited_by_count":2},{"year":2017,"cited_by_count":1},{"year":2016,"cited_by_count":2},{"year":2015,"cited_by_count":1}],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}
