{"id":"https://openalex.org/W3081830180","doi":"https://doi.org/10.1109/embc44109.2020.9175881","title":"Entropy and Clustering Information Applied to sEMG Classification","display_name":"Entropy and Clustering Information Applied to sEMG Classification","publication_year":2020,"publication_date":"2020-07-01","ids":{"openalex":"https://openalex.org/W3081830180","doi":"https://doi.org/10.1109/embc44109.2020.9175881","mag":"3081830180","pmid":"https://pubmed.ncbi.nlm.nih.gov/33018078"},"language":"en","primary_location":{"id":"doi:10.1109/embc44109.2020.9175881","is_oa":false,"landing_page_url":"https://doi.org/10.1109/embc44109.2020.9175881","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2020 42nd Annual International Conference of the IEEE Engineering in Medicine &amp; Biology Society (EMBC)","raw_type":"proceedings-article"},"type":"conference-paper","indexed_in":["crossref","pubmed"],"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/A5065278405","display_name":"Luiz Jos\u00e9 Lucas Barbosa","orcid":"https://orcid.org/0000-0003-2299-0335"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Luiz J. L. Barbosa","raw_affiliation_strings":["Biomedical Engineering Program, University of Braslia Gama, Braslia, DF, Brazil"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Biomedical Engineering Program, University of Braslia Gama, Braslia, DF, Brazil","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5048013164","display_name":"Ot\u00e1vio Sae Nogueira","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Otavio Nogueira","raw_affiliation_strings":["Department of Electrical Engineering, University of Braslia, Braslia, DF, Brazil"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Electrical Engineering, University of Braslia, Braslia, DF, Brazil","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5005263791","display_name":"Vinicius O. Silva","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Vinicius O. Silva","raw_affiliation_strings":["Department of Electrical Engineering, University of Braslia, Braslia, DF, Brazil"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Electrical Engineering, University of Braslia, Braslia, DF, Brazil","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5022387037","display_name":"Paulo Vitor Pereira Cotta","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Paulo V. P. Cotta","raw_affiliation_strings":["Biomedical Engineering Program, University of Braslia Gama, Braslia, DF, Brazil"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Biomedical Engineering Program, University of Braslia Gama, Braslia, DF, Brazil","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5024511563","display_name":"Fernando V. G. de Souza","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Fernando V. G. de Souza","raw_affiliation_strings":["Biomedical Engineering Program, University of Braslia Gama, Braslia, DF, Brazil"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Biomedical Engineering Program, University of Braslia Gama, Braslia, DF, Brazil","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5113915080","display_name":"Michael D. C. de Araujo","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Michael D. C. de Araujo","raw_affiliation_strings":["Department of Electrical Engineering, University of Braslia, Braslia, DF, Brazil"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Electrical Engineering, University of Braslia, Braslia, DF, Brazil","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5043581676","display_name":"Pedro Inazawa","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Pedro H. G. Inazawa","raw_affiliation_strings":["Biomedical Engineering Program, University of Braslia Gama, Braslia, DF, Brazil"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Biomedical Engineering Program, University of Braslia Gama, Braslia, DF, Brazil","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5041066630","display_name":"Alberto L\u00f3pez-Delis","orcid":"https://orcid.org/0000-0002-0826-5914"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Alberto Lopez-Delis","raw_affiliation_strings":["Medical Biophysic Center: Santiago de Cuba, Santiago de Cuba, Cuba"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Medical Biophysic Center: Santiago de Cuba, Santiago de Cuba, Cuba","institution_ids":[]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5046527156","display_name":"Adson Ferreira da Rocha","orcid":"https://orcid.org/0000-0003-4532-1791"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Adson F. da Rocha","raw_affiliation_strings":["Department of Electrical Engineering, University of Braslia, Braslia, DF, Brazil"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Electrical Engineering, University of Braslia, Braslia, DF, Brazil","institution_ids":[]}]}],"institutions":[],"countries_distinct_count":0,"institutions_distinct_count":0,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":null,"has_fulltext":false,"cited_by_count":2,"citation_normalized_percentile":null,"cited_by_percentile_year":null,"biblio":{"volume":"17","issue":null,"first_page":"678","last_page":"681"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10784","display_name":"Muscle activation and electromyography studies","score":0.9998000264167786,"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"}},"topics":[{"id":"https://openalex.org/T10784","display_name":"Muscle activation and electromyography studies","score":0.9998000264167786,"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"}},{"id":"https://openalex.org/T10429","display_name":"EEG and Brain-Computer Interfaces","score":0.9825000166893005,"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/T10338","display_name":"Advanced Sensor and Energy Harvesting Materials","score":0.9815999865531921,"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/cluster-analysis","display_name":"Cluster analysis","score":0.7973180413246155},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.693526029586792},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.6631889343261719},{"id":"https://openalex.org/keywords/hierarchical-clustering","display_name":"Hierarchical clustering","score":0.6047987937927246},{"id":"https://openalex.org/keywords/classifier","display_name":"Classifier (UML)","score":0.5855157375335693},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.5686303377151489},{"id":"https://openalex.org/keywords/entropy","display_name":"Entropy (arrow of time)","score":0.5660089254379272},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.4791692793369293},{"id":"https://openalex.org/keywords/statistical-classification","display_name":"Statistical classification","score":0.4635903239250183},{"id":"https://openalex.org/keywords/computational-complexity-theory","display_name":"Computational complexity theory","score":0.4528324604034424},{"id":"https://openalex.org/keywords/signal-processing","display_name":"Signal processing","score":0.42870283126831055},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.3814922571182251},{"id":"https://openalex.org/keywords/algorithm","display_name":"Algorithm","score":0.16517964005470276}],"concepts":[{"id":"https://openalex.org/C73555534","wikidata":"https://www.wikidata.org/wiki/Q622825","display_name":"Cluster analysis","level":2,"score":0.7973180413246155},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.693526029586792},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.6631889343261719},{"id":"https://openalex.org/C92835128","wikidata":"https://www.wikidata.org/wiki/Q1277447","display_name":"Hierarchical clustering","level":3,"score":0.6047987937927246},{"id":"https://openalex.org/C95623464","wikidata":"https://www.wikidata.org/wiki/Q1096149","display_name":"Classifier (UML)","level":2,"score":0.5855157375335693},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.5686303377151489},{"id":"https://openalex.org/C106301342","wikidata":"https://www.wikidata.org/wiki/Q4117933","display_name":"Entropy (arrow of time)","level":2,"score":0.5660089254379272},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.4791692793369293},{"id":"https://openalex.org/C110083411","wikidata":"https://www.wikidata.org/wiki/Q1744628","display_name":"Statistical classification","level":2,"score":0.4635903239250183},{"id":"https://openalex.org/C179799912","wikidata":"https://www.wikidata.org/wiki/Q205084","display_name":"Computational complexity theory","level":2,"score":0.4528324604034424},{"id":"https://openalex.org/C104267543","wikidata":"https://www.wikidata.org/wiki/Q208163","display_name":"Signal processing","level":3,"score":0.42870283126831055},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.3814922571182251},{"id":"https://openalex.org/C11413529","wikidata":"https://www.wikidata.org/wiki/Q8366","display_name":"Algorithm","level":1,"score":0.16517964005470276},{"id":"https://openalex.org/C62520636","wikidata":"https://www.wikidata.org/wiki/Q944","display_name":"Quantum mechanics","level":1,"score":0.0},{"id":"https://openalex.org/C554190296","wikidata":"https://www.wikidata.org/wiki/Q47528","display_name":"Radar","level":2,"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/C76155785","wikidata":"https://www.wikidata.org/wiki/Q418","display_name":"Telecommunications","level":1,"score":0.0}],"mesh":[{"descriptor_ui":"D000465","descriptor_name":"Algorithms","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D000465","descriptor_name":"Algorithms","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D000465","descriptor_name":"Algorithms","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D004576","descriptor_name":"Electromyography","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D004576","descriptor_name":"Electromyography","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D004576","descriptor_name":"Electromyography","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D006801","descriptor_name":"Humans","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D006801","descriptor_name":"Humans","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D006801","descriptor_name":"Humans","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D012815","descriptor_name":"Signal Processing, Computer-Assisted","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D012815","descriptor_name":"Signal Processing, Computer-Assisted","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D012815","descriptor_name":"Signal Processing, Computer-Assisted","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D016000","descriptor_name":"Cluster Analysis","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D016000","descriptor_name":"Cluster Analysis","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D016000","descriptor_name":"Cluster Analysis","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D019277","descriptor_name":"Entropy","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D019277","descriptor_name":"Entropy","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D019277","descriptor_name":"Entropy","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false}],"locations_count":2,"locations":[{"id":"doi:10.1109/embc44109.2020.9175881","is_oa":false,"landing_page_url":"https://doi.org/10.1109/embc44109.2020.9175881","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2020 42nd Annual International Conference of the IEEE Engineering in Medicine &amp; Biology Society (EMBC)","raw_type":"proceedings-article"},{"id":"pmid:33018078","is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/33018078","pdf_url":null,"source":{"id":"https://openalex.org/S4306525036","display_name":"PubMed","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I1299303238","host_organization_name":"National Institutes of Health","host_organization_lineage":["https://openalex.org/I1299303238"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Annual International Conference of the IEEE Engineering in Medicine and Biology Society. IEEE Engineering in Medicine and Biology Society. Annual International Conference","raw_type":null}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":14,"referenced_works":["https://openalex.org/W1986953135","https://openalex.org/W1995875735","https://openalex.org/W2002645541","https://openalex.org/W2106526692","https://openalex.org/W2152093652","https://openalex.org/W2591690220","https://openalex.org/W2769149776","https://openalex.org/W2924456587","https://openalex.org/W2948319075","https://openalex.org/W2967391909","https://openalex.org/W2977419794","https://openalex.org/W2982999757","https://openalex.org/W3137695714","https://openalex.org/W6763485134"],"related_works":["https://openalex.org/W4292477917","https://openalex.org/W1597862883","https://openalex.org/W2922052015","https://openalex.org/W2519917623","https://openalex.org/W3121455318","https://openalex.org/W4232020296","https://openalex.org/W2534504385","https://openalex.org/W2488882714","https://openalex.org/W2379037722","https://openalex.org/W2060765209"],"abstract_inverted_index":{"The":[0,71],"EMG":[1],"signal":[2,24,50,119],"is":[3,25,74],"very":[4],"difficult":[5],"to":[6,9,18,26,29,32,75,79],"classify":[7],"due":[8],"the":[10,20,39,48,55,65,80,84,94,127,140],"stochastic":[11],"complexity":[12,21],"of":[13,22,102,113],"its":[14],"characteristics.":[15],"A":[16,41],"way":[17],"reduce":[19],"a":[23,33,110,118],"use":[27],"clusters":[28],"resize":[30],"them":[31],"smaller":[34],"space":[35],"and":[36,51],"then":[37],"perform":[38],"classification.":[40],"classification":[42,86],"improvement":[43],"was":[44,69,106],"verified":[45],"by":[46,108],"clustering":[47],"electromyographic":[49],"comparing":[52],"it":[53],"with":[54,135],"possible":[56],"movements":[57],"that":[58,126],"can":[59],"be":[60],"performed.":[61],"In":[62],"this":[63,98,131],"study,":[64],"Agglomerative":[66],"Hierarchical":[67],"Clustering":[68],"used.":[70],"basic":[72],"idea":[73],"give":[76],"prior":[77],"information":[78],"final":[81],"classifier":[82],"so":[83],"posterior":[85],"has":[87],"fewer":[88],"classes,":[89],"diminishing":[90],"his":[91],"complexity.":[92],"Through":[93],"methodology":[95],"applied":[96],"in":[97,117,130,139],"article,":[99],"an":[100],"accuracy":[101],"more":[103],"than":[104],"90%":[105],"achieved":[107],"using":[109],"time":[111],"window":[112],"only":[114],"10":[115],"ms":[116],"sampled":[120],"at":[121],"2000":[122],"Hz.":[123],"Experimentation":[124],"confirms":[125],"methods":[128,137],"presented":[129,138],"paper":[132],"are":[133],"competitive":[134],"other":[136],"literature.":[141]},"counts_by_year":[{"year":2023,"cited_by_count":1},{"year":2022,"cited_by_count":1}],"updated_date":"2026-07-14T23:27:15.235271","created_date":"2025-10-10T00:00:00"}
