{"id":"https://openalex.org/W3159277868","doi":"https://doi.org/10.1109/iscas51556.2021.9401389","title":"Data Balanced Bagging Ensemble of Convolutional- LSTM Neural Networks for Time Series Data Classification with an Imbalanced Dataset","display_name":"Data Balanced Bagging Ensemble of Convolutional- LSTM Neural Networks for Time Series Data Classification with an Imbalanced Dataset","publication_year":2021,"publication_date":"2021-04-27","ids":{"openalex":"https://openalex.org/W3159277868","doi":"https://doi.org/10.1109/iscas51556.2021.9401389","mag":"3159277868"},"language":"en","primary_location":{"id":"doi:10.1109/iscas51556.2021.9401389","is_oa":false,"landing_page_url":"https://doi.org/10.1109/iscas51556.2021.9401389","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2021 IEEE International Symposium on Circuits and Systems (ISCAS)","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/A5013720155","display_name":"Matthew K. Ward","orcid":"https://orcid.org/0000-0002-3426-0244"},"institutions":[{"id":"https://openalex.org/I132801547","display_name":"Southeastern University","ror":"https://ror.org/01b25wz12","country_code":"US","type":"education","lineage":["https://openalex.org/I132801547"]},{"id":"https://openalex.org/I145608581","display_name":"University of Miami","ror":"https://ror.org/02dgjyy92","country_code":"US","type":"education","lineage":["https://openalex.org/I145608581"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Matthew Ward","raw_affiliation_strings":["Center for Southeastern Tropical, University of Miami, Miami, FL, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Center for Southeastern Tropical, University of Miami, Miami, FL, USA","institution_ids":["https://openalex.org/I132801547","https://openalex.org/I145608581"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5028007807","display_name":"Kevin Malmsten","orcid":null},"institutions":[{"id":"https://openalex.org/I161515732","display_name":"University of St. Thomas - Minnesota","ror":"https://ror.org/05vfxvp80","country_code":"US","type":"education","lineage":["https://openalex.org/I161515732"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Kevin Malmsten","raw_affiliation_strings":["Department of Electrical and Computer Engineering, University of St. Thomas, St. Paul, MN, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Electrical and Computer Engineering, University of St. Thomas, St. Paul, MN, USA","institution_ids":["https://openalex.org/I161515732"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5005484411","display_name":"Hassan Salamy","orcid":"https://orcid.org/0000-0003-1314-1702"},"institutions":[{"id":"https://openalex.org/I161515732","display_name":"University of St. Thomas - Minnesota","ror":"https://ror.org/05vfxvp80","country_code":"US","type":"education","lineage":["https://openalex.org/I161515732"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Hassan Salamy","raw_affiliation_strings":["Department of Electrical and Computer Engineering, University of St. Thomas, St. Paul, MN, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Electrical and Computer Engineering, University of St. Thomas, St. Paul, MN, USA","institution_ids":["https://openalex.org/I161515732"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5112570377","display_name":"Cheol-Hong Min","orcid":"https://orcid.org/0009-0007-1495-2976"},"institutions":[{"id":"https://openalex.org/I161515732","display_name":"University of St. Thomas - Minnesota","ror":"https://ror.org/05vfxvp80","country_code":"US","type":"education","lineage":["https://openalex.org/I161515732"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Cheol-Hong Min","raw_affiliation_strings":["Department of Electrical and Computer Engineering, University of St. Thomas, St. Paul, MN, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Electrical and Computer Engineering, University of St. Thomas, St. Paul, MN, USA","institution_ids":["https://openalex.org/I161515732"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":4,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":0.4762,"has_fulltext":false,"cited_by_count":8,"citation_normalized_percentile":{"value":0.58794353,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":94,"max":98},"biblio":{"volume":null,"issue":null,"first_page":"1","last_page":"5"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10429","display_name":"EEG and Brain-Computer Interfaces","score":1.0,"subfield":{"id":"https://openalex.org/subfields/2805","display_name":"Cognitive Neuroscience"},"field":{"id":"https://openalex.org/fields/28","display_name":"Neuroscience"},"domain":{"id":"https://openalex.org/domains/1","display_name":"Life Sciences"}},"topics":[{"id":"https://openalex.org/T10429","display_name":"EEG and Brain-Computer Interfaces","score":1.0,"subfield":{"id":"https://openalex.org/subfields/2805","display_name":"Cognitive Neuroscience"},"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/T11021","display_name":"ECG Monitoring and Analysis","score":0.9922000169754028,"subfield":{"id":"https://openalex.org/subfields/2705","display_name":"Cardiology and Cardiovascular Medicine"},"field":{"id":"https://openalex.org/fields/27","display_name":"Medicine"},"domain":{"id":"https://openalex.org/domains/4","display_name":"Health Sciences"}},{"id":"https://openalex.org/T12205","display_name":"Time Series Analysis and Forecasting","score":0.9793999791145325,"subfield":{"id":"https://openalex.org/subfields/1711","display_name":"Signal Processing"},"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":0.7397007346153259},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.622143030166626},{"id":"https://openalex.org/keywords/convolutional-neural-network","display_name":"Convolutional neural network","score":0.5589684247970581},{"id":"https://openalex.org/keywords/bootstrap-aggregating","display_name":"Bootstrap aggregating","score":0.5482755303382874},{"id":"https://openalex.org/keywords/data-set","display_name":"Data set","score":0.522851288318634},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.5117049217224121},{"id":"https://openalex.org/keywords/ensemble-learning","display_name":"Ensemble learning","score":0.5026016235351562},{"id":"https://openalex.org/keywords/pooling","display_name":"Pooling","score":0.4956275224685669},{"id":"https://openalex.org/keywords/normalization","display_name":"Normalization (sociology)","score":0.4735164940357208},{"id":"https://openalex.org/keywords/artificial-neural-network","display_name":"Artificial neural network","score":0.4497584402561188},{"id":"https://openalex.org/keywords/ensemble-forecasting","display_name":"Ensemble forecasting","score":0.4465550482273102},{"id":"https://openalex.org/keywords/f1-score","display_name":"F1 score","score":0.4372536540031433},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.4136832356452942},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.34805262088775635}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7397007346153259},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.622143030166626},{"id":"https://openalex.org/C81363708","wikidata":"https://www.wikidata.org/wiki/Q17084460","display_name":"Convolutional neural network","level":2,"score":0.5589684247970581},{"id":"https://openalex.org/C162040801","wikidata":"https://www.wikidata.org/wiki/Q799897","display_name":"Bootstrap aggregating","level":2,"score":0.5482755303382874},{"id":"https://openalex.org/C58489278","wikidata":"https://www.wikidata.org/wiki/Q1172284","display_name":"Data set","level":2,"score":0.522851288318634},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.5117049217224121},{"id":"https://openalex.org/C45942800","wikidata":"https://www.wikidata.org/wiki/Q245652","display_name":"Ensemble learning","level":2,"score":0.5026016235351562},{"id":"https://openalex.org/C70437156","wikidata":"https://www.wikidata.org/wiki/Q7228652","display_name":"Pooling","level":2,"score":0.4956275224685669},{"id":"https://openalex.org/C136886441","wikidata":"https://www.wikidata.org/wiki/Q926129","display_name":"Normalization (sociology)","level":2,"score":0.4735164940357208},{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.4497584402561188},{"id":"https://openalex.org/C119898033","wikidata":"https://www.wikidata.org/wiki/Q3433888","display_name":"Ensemble forecasting","level":2,"score":0.4465550482273102},{"id":"https://openalex.org/C148524875","wikidata":"https://www.wikidata.org/wiki/Q6975395","display_name":"F1 score","level":2,"score":0.4372536540031433},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.4136832356452942},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.34805262088775635},{"id":"https://openalex.org/C19165224","wikidata":"https://www.wikidata.org/wiki/Q23404","display_name":"Anthropology","level":1,"score":0.0},{"id":"https://openalex.org/C144024400","wikidata":"https://www.wikidata.org/wiki/Q21201","display_name":"Sociology","level":0,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/iscas51556.2021.9401389","is_oa":false,"landing_page_url":"https://doi.org/10.1109/iscas51556.2021.9401389","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2021 IEEE International Symposium on Circuits and Systems (ISCAS)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":7,"referenced_works":["https://openalex.org/W2053744708","https://openalex.org/W2493900859","https://openalex.org/W2767106145","https://openalex.org/W2801123635","https://openalex.org/W2805707465","https://openalex.org/W2896556344","https://openalex.org/W3001901462"],"related_works":["https://openalex.org/W2794896638","https://openalex.org/W2891633941","https://openalex.org/W3202800081","https://openalex.org/W3100759197","https://openalex.org/W2411183043","https://openalex.org/W3101614107","https://openalex.org/W1909207154","https://openalex.org/W3036530763","https://openalex.org/W3130261933","https://openalex.org/W2791865700"],"abstract_inverted_index":{"A":[0,78],"system":[1,22],"was":[2,81],"developed":[3,135],"using":[4],"a":[5,24,59,104,112,156],"bagging":[6,79,101],"(bootstrap-aggregating)":[7],"ensemble":[8,80,102],"of":[9,30,109,116,132,159,195,202],"neural":[10,45],"networks":[11],"to":[12,37],"classify":[13,38],"time-series":[14],"data":[15,91],"with":[16,58,88,145],"class":[17],"imbalanced":[18],"datasets.":[19,42],"The":[20,43,99,187],"proposed":[21,90,100,124,161],"uses":[23],"Data":[25],"Balanced":[26],"Bagging":[27],"Ensemble":[28],"(DBBE)":[29],"Convolutional-LSTM":[31],"(CLSTM)":[32,47],"Neural":[33],"Networks":[34],"(DBBE-":[35],"CLSTM)":[36],"accelerometer":[39,120],"and":[40,73,111,143,175,197],"EEG":[41],"base":[44,97],"network":[46],"that":[48,177],"is":[49],"used":[50,84],"in":[51,136],"the":[52,85,89,95,123,128,133,146,160,166,169,178],"DBBE-CLSTM":[53,147,188],"contains":[54],"three":[55],"convolutional":[56,65],"layers":[57],"batch":[60],"normalization":[61],"layer":[62],"following":[63],"each":[64],"layer,":[66,69,72],"one":[67,70,74],"max-pooling":[68],"LSTM":[71],"sigmoid":[75],"classification":[76],"layer.":[77],"created":[82],"which":[83],"CLSTM":[86,126],"paired":[87],"balancing":[92],"technique":[93],"as":[94],"ensemble's":[96],"learner.":[98],"achieves":[103,127],"validation":[105,113,192,199],"set":[106,114,193,200],"average":[107,191,198],"accuracy":[108,142,194],"90.42%":[110],"recall":[115],"93.23%":[117],"on":[118,168,204],"an":[119,190],"dataset.":[121,207],"Ultimately,":[122],"DBBE-":[125,162],"best":[129],"overall":[130],"performance":[131,182],"models":[134],"this":[137],"paper":[138],"when":[139],"evaluating":[140],"both":[141,153],"recall,":[144],"achieving":[148],"greater":[149],"than":[150],"90%":[151],"for":[152],"metrics.":[154,186],"As":[155],"secondary":[157],"verification":[158],"CLSTM,":[163],"we":[164],"evaluated":[165,185],"model":[167,179],"UCI":[170,205],"Epileptic":[171],"Seizure":[172,206],"Detection":[173],"dataset":[174],"show":[176],"achieved":[180,189],"high":[181],"across":[183],"all":[184],"99.23%,":[196],"f1-score":[201],"0.9809":[203]},"counts_by_year":[{"year":2026,"cited_by_count":1},{"year":2025,"cited_by_count":3},{"year":2023,"cited_by_count":2},{"year":2021,"cited_by_count":2}],"updated_date":"2026-06-11T09:08:48.828518","created_date":"2025-10-10T00:00:00"}
