{"id":"https://openalex.org/W3110455020","doi":"https://doi.org/10.1109/codit49905.2020.9263827","title":"Continuous electroencephalographic signal automatic classification using Deep Differential Neural Networks","display_name":"Continuous electroencephalographic signal automatic classification using Deep Differential Neural Networks","publication_year":2020,"publication_date":"2020-06-29","ids":{"openalex":"https://openalex.org/W3110455020","doi":"https://doi.org/10.1109/codit49905.2020.9263827","mag":"3110455020"},"language":"en","primary_location":{"id":"doi:10.1109/codit49905.2020.9263827","is_oa":false,"landing_page_url":"https://doi.org/10.1109/codit49905.2020.9263827","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2020 7th International Conference on Control, Decision and Information Technologies (CoDIT)","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/A5073046087","display_name":"Dusthon Llorente\u2010Vidrio","orcid":"https://orcid.org/0000-0003-1633-9730"},"institutions":[{"id":"https://openalex.org/I59361560","display_name":"Instituto Polit\u00e9cnico Nacional","ror":"https://ror.org/059sp8j34","country_code":"MX","type":"education","lineage":["https://openalex.org/I59361560"]}],"countries":["MX"],"is_corresponding":true,"raw_author_name":"D. Llorente-Vidrio","raw_affiliation_strings":["CIDETEC (Centro de Innovaci\u00f3n y Desarrollo Tecnol\u00f3gico en C\u00f3mputo), IPN (Instituto Polit\u00e9cnico Nacional), Mexico City"],"affiliations":[{"raw_affiliation_string":"CIDETEC (Centro de Innovaci\u00f3n y Desarrollo Tecnol\u00f3gico en C\u00f3mputo), IPN (Instituto Polit\u00e9cnico Nacional), Mexico City","institution_ids":["https://openalex.org/I59361560"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5014761446","display_name":"Mariana Ballesteros","orcid":"https://orcid.org/0000-0003-2879-4474"},"institutions":[{"id":"https://openalex.org/I59361560","display_name":"Instituto Polit\u00e9cnico Nacional","ror":"https://ror.org/059sp8j34","country_code":"MX","type":"education","lineage":["https://openalex.org/I59361560"]}],"countries":["MX"],"is_corresponding":false,"raw_author_name":"M. Ballesteros","raw_affiliation_strings":["UPIBI (Unidad Profesional Interdisciplinaria de Biotecnolog\u00eda), IPN, Mexico City"],"affiliations":[{"raw_affiliation_string":"UPIBI (Unidad Profesional Interdisciplinaria de Biotecnolog\u00eda), IPN, Mexico City","institution_ids":["https://openalex.org/I59361560"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5109757897","display_name":"D. Cruz","orcid":null},"institutions":[{"id":"https://openalex.org/I59361560","display_name":"Instituto Polit\u00e9cnico Nacional","ror":"https://ror.org/059sp8j34","country_code":"MX","type":"education","lineage":["https://openalex.org/I59361560"]}],"countries":["MX"],"is_corresponding":false,"raw_author_name":"D. Cruz","raw_affiliation_strings":["UPIBI (Unidad Profesional Interdisciplinaria de Biotecnolog\u00eda), IPN, Mexico City"],"affiliations":[{"raw_affiliation_string":"UPIBI (Unidad Profesional Interdisciplinaria de Biotecnolog\u00eda), IPN, Mexico City","institution_ids":["https://openalex.org/I59361560"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5066144798","display_name":"Iv\u00e1n Salgado","orcid":"https://orcid.org/0000-0002-3854-7031"},"institutions":[{"id":"https://openalex.org/I59361560","display_name":"Instituto Polit\u00e9cnico Nacional","ror":"https://ror.org/059sp8j34","country_code":"MX","type":"education","lineage":["https://openalex.org/I59361560"]}],"countries":["MX"],"is_corresponding":false,"raw_author_name":"I. Salgado","raw_affiliation_strings":["CIDETEC (Centro de Innovaci\u00f3n y Desarrollo Tecnol\u00f3gico en C\u00f3mputo), IPN (Instituto Polit\u00e9cnico Nacional), Mexico City"],"affiliations":[{"raw_affiliation_string":"CIDETEC (Centro de Innovaci\u00f3n y Desarrollo Tecnol\u00f3gico en C\u00f3mputo), IPN (Instituto Polit\u00e9cnico Nacional), Mexico City","institution_ids":["https://openalex.org/I59361560"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5079939647","display_name":"Isaac Cha\u00edrez","orcid":"https://orcid.org/0000-0002-7157-2052"},"institutions":[{"id":"https://openalex.org/I59361560","display_name":"Instituto Polit\u00e9cnico Nacional","ror":"https://ror.org/059sp8j34","country_code":"MX","type":"education","lineage":["https://openalex.org/I59361560"]}],"countries":["MX"],"is_corresponding":false,"raw_author_name":"I. Chairez","raw_affiliation_strings":["UPIBI (Unidad Profesional Interdisciplinaria de Biotecnolog\u00eda), IPN, Mexico City"],"affiliations":[{"raw_affiliation_string":"UPIBI (Unidad Profesional Interdisciplinaria de Biotecnolog\u00eda), IPN, Mexico City","institution_ids":["https://openalex.org/I59361560"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":5,"corresponding_author_ids":["https://openalex.org/A5073046087"],"corresponding_institution_ids":["https://openalex.org/I59361560"],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.14327416,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":"358","last_page":"363"},"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/T10581","display_name":"Neural dynamics and brain function","score":0.9922999739646912,"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":0.9869999885559082,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/electroencephalography","display_name":"Electroencephalography","score":0.8279523849487305},{"id":"https://openalex.org/keywords/robustness","display_name":"Robustness (evolution)","score":0.6977658271789551},{"id":"https://openalex.org/keywords/convolutional-neural-network","display_name":"Convolutional neural network","score":0.6679145097732544},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6612857580184937},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.6430388689041138},{"id":"https://openalex.org/keywords/artificial-neural-network","display_name":"Artificial neural network","score":0.6393778920173645},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.6211650371551514},{"id":"https://openalex.org/keywords/signal","display_name":"SIGNAL (programming language)","score":0.4330458343029022},{"id":"https://openalex.org/keywords/stability","display_name":"Stability (learning theory)","score":0.42987877130508423},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.17766842246055603},{"id":"https://openalex.org/keywords/psychology","display_name":"Psychology","score":0.06853613257408142},{"id":"https://openalex.org/keywords/neuroscience","display_name":"Neuroscience","score":0.0634315013885498}],"concepts":[{"id":"https://openalex.org/C522805319","wikidata":"https://www.wikidata.org/wiki/Q179965","display_name":"Electroencephalography","level":2,"score":0.8279523849487305},{"id":"https://openalex.org/C63479239","wikidata":"https://www.wikidata.org/wiki/Q7353546","display_name":"Robustness (evolution)","level":3,"score":0.6977658271789551},{"id":"https://openalex.org/C81363708","wikidata":"https://www.wikidata.org/wiki/Q17084460","display_name":"Convolutional neural network","level":2,"score":0.6679145097732544},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6612857580184937},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.6430388689041138},{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.6393778920173645},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.6211650371551514},{"id":"https://openalex.org/C2779843651","wikidata":"https://www.wikidata.org/wiki/Q7390335","display_name":"SIGNAL (programming language)","level":2,"score":0.4330458343029022},{"id":"https://openalex.org/C112972136","wikidata":"https://www.wikidata.org/wiki/Q7595718","display_name":"Stability (learning theory)","level":2,"score":0.42987877130508423},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.17766842246055603},{"id":"https://openalex.org/C15744967","wikidata":"https://www.wikidata.org/wiki/Q9418","display_name":"Psychology","level":0,"score":0.06853613257408142},{"id":"https://openalex.org/C169760540","wikidata":"https://www.wikidata.org/wiki/Q207011","display_name":"Neuroscience","level":1,"score":0.0634315013885498},{"id":"https://openalex.org/C104317684","wikidata":"https://www.wikidata.org/wiki/Q7187","display_name":"Gene","level":2,"score":0.0},{"id":"https://openalex.org/C185592680","wikidata":"https://www.wikidata.org/wiki/Q2329","display_name":"Chemistry","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/C55493867","wikidata":"https://www.wikidata.org/wiki/Q7094","display_name":"Biochemistry","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/codit49905.2020.9263827","is_oa":false,"landing_page_url":"https://doi.org/10.1109/codit49905.2020.9263827","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2020 7th International Conference on Control, Decision and Information Technologies (CoDIT)","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":22,"referenced_works":["https://openalex.org/W136441486","https://openalex.org/W172416525","https://openalex.org/W567213340","https://openalex.org/W575847903","https://openalex.org/W2017204411","https://openalex.org/W2020212113","https://openalex.org/W2030504055","https://openalex.org/W2048777612","https://openalex.org/W2089028966","https://openalex.org/W2106006415","https://openalex.org/W2162399638","https://openalex.org/W2322133617","https://openalex.org/W2746492672","https://openalex.org/W2795562373","https://openalex.org/W2799703848","https://openalex.org/W2889188446","https://openalex.org/W2889711253","https://openalex.org/W2896308484","https://openalex.org/W2900742597","https://openalex.org/W2946924312","https://openalex.org/W4255933109","https://openalex.org/W6743104615"],"related_works":["https://openalex.org/W2922348724","https://openalex.org/W200322357","https://openalex.org/W2130428257","https://openalex.org/W4308951944","https://openalex.org/W4293226380","https://openalex.org/W2057366091","https://openalex.org/W4312960290","https://openalex.org/W2049513647","https://openalex.org/W2988848585","https://openalex.org/W4214727124"],"abstract_inverted_index":{"This":[0],"manuscript":[1],"presents":[2],"an":[3],"algorithm":[4],"to":[5,95],"classify":[6],"continuously":[7],"electroencephalographic":[8],"(EEG)":[9],"signals":[10,58,115],"based":[11],"on":[12],"deep":[13],"differential":[14,39,154],"neural":[15,155,160],"networks":[16],"(DDNNs).":[17],"The":[18,41,56,83,105,124,145],"learning":[19],"laws":[20],"are":[21,64,107],"obtained":[22,147],"by":[23,67],"the":[24,32,47,70,98,102,128,134],"second":[25],"stability":[26],"method":[27],"of":[28,34,37,43,51,76,86,101,113,127,130,133],"Lyapunov":[29],"that":[30],"requires":[31],"solution":[33],"a":[35,73,110,118,141,151,158],"set":[36],"matrix":[38],"equations.":[40],"robustness":[42],"this":[44],"technique":[45],"allows":[46,93],"analysis":[48],"and":[49,62,72,157],"classification":[50],"bio-signals":[52],"like":[53],"EEG":[54,57,103,114,131],"signals.":[55,104],"have":[59],"complex":[60],"dynamics":[61],"they":[63],"strongly":[65],"affected":[66],"noises":[68],"in":[69,81,109,121,140],"measurements":[71,132],"high":[74],"degree":[75],"variability":[77],"between":[78],"different":[79],"studies":[80],"patients.":[82],"main":[84],"strength":[85],"DDNNs":[87,106],"is":[88],"their":[89],"feedback":[90],"property,":[91],"which":[92],"them":[94],"work":[96],"with":[97],"time-dependent":[99],"variation":[100],"tested":[108],"database":[111],"constituted":[112],"acquired":[116],"from":[117],"study":[119,125],"made":[120],"ten":[122],"volunteers.":[123],"consisted":[126],"acquisition":[129],"volunteers":[135],"recognizing":[136],"geometrical":[137],"figures":[138],"appearing":[139],"graphic":[142],"user":[143],"interface.":[144],"DDNN":[146],"better":[148],"performance":[149],"than":[150],"single":[152],"layer":[153],"network":[156],"convolutional":[159],"network.":[161]},"counts_by_year":[],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}
