{"id":"https://openalex.org/W1633885051","doi":"https://doi.org/10.1109/ijcnn.2015.7280463","title":"Advanced classification of Alzheimer's disease and healthy subjects based on EEG markers","display_name":"Advanced classification of Alzheimer's disease and healthy subjects based on EEG markers","publication_year":2015,"publication_date":"2015-07-01","ids":{"openalex":"https://openalex.org/W1633885051","doi":"https://doi.org/10.1109/ijcnn.2015.7280463","mag":"1633885051"},"language":"en","primary_location":{"id":"doi:10.1109/ijcnn.2015.7280463","is_oa":false,"landing_page_url":"https://doi.org/10.1109/ijcnn.2015.7280463","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2015 International Joint Conference on Neural Networks (IJCNN)","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/A5050013557","display_name":"Vitoantonio Bevilacqua","orcid":"https://orcid.org/0000-0002-3088-0788"},"institutions":[{"id":"https://openalex.org/I68618741","display_name":"Polytechnic University of Bari","ror":"https://ror.org/03c44v465","country_code":"IT","type":"education","lineage":["https://openalex.org/I68618741"]}],"countries":["IT"],"is_corresponding":true,"raw_author_name":"Vitoantonio Bevilacqua","raw_affiliation_strings":["Politecnico di Bari, Bari, Puglia, IT"],"affiliations":[{"raw_affiliation_string":"Politecnico di Bari, Bari, Puglia, IT","institution_ids":["https://openalex.org/I68618741"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5074395069","display_name":"Angelo A. Salatino","orcid":"https://orcid.org/0000-0002-4763-3943"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Angelo Antonio Salatino","raw_affiliation_strings":["Dipartimento di Ingegneria Elettrica e dell'lnformazione DEI, Bari, Italy"],"affiliations":[{"raw_affiliation_string":"Dipartimento di Ingegneria Elettrica e dell'lnformazione DEI, Bari, Italy","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5026093077","display_name":"Carlo Di Leo","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Carlo Di Leo","raw_affiliation_strings":["Dipartimento di Ingegneria Elettrica e dell'lnformazione DEI, Bari, Italy"],"affiliations":[{"raw_affiliation_string":"Dipartimento di Ingegneria Elettrica e dell'lnformazione DEI, Bari, Italy","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5088657208","display_name":"Giacomo Tattoli","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Giacomo Tattoli","raw_affiliation_strings":["Dipartimento di Ingegneria Elettrica e dell'lnformazione DEI, Bari, Italy"],"affiliations":[{"raw_affiliation_string":"Dipartimento di Ingegneria Elettrica e dell'lnformazione DEI, Bari, Italy","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5058770707","display_name":"Domenico Buongiorno","orcid":"https://orcid.org/0000-0002-2024-5369"},"institutions":[{"id":"https://openalex.org/I162290304","display_name":"Scuola Superiore Sant'Anna","ror":"https://ror.org/025602r80","country_code":"IT","type":"education","lineage":["https://openalex.org/I162290304"]}],"countries":["IT"],"is_corresponding":false,"raw_author_name":"Domenico Buongiorno","raw_affiliation_strings":["PERCRO, Scuola Superiore Sant\u2019 Anna, Pisa, Italy","PERCRO, Scuola Superiore Sant' Anna, Pisa, Italy"],"affiliations":[{"raw_affiliation_string":"PERCRO, Scuola Superiore Sant\u2019 Anna, Pisa, Italy","institution_ids":["https://openalex.org/I162290304"]},{"raw_affiliation_string":"PERCRO, Scuola Superiore Sant' Anna, Pisa, Italy","institution_ids":["https://openalex.org/I162290304"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5087743837","display_name":"Domenico Signorile","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Domenico Signorile","raw_affiliation_strings":["Dipartimento di Ingegneria Elettrica e dell'lnformazione DEI, Bari, Italy"],"affiliations":[{"raw_affiliation_string":"Dipartimento di Ingegneria Elettrica e dell'lnformazione DEI, Bari, Italy","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5024471384","display_name":"Claudio Babiloni","orcid":"https://orcid.org/0000-0002-5245-9839"},"institutions":[{"id":"https://openalex.org/I4210133214","display_name":"IRCCS Ospedale San Raffaele","ror":"https://ror.org/039zxt351","country_code":"IT","type":"healthcare","lineage":["https://openalex.org/I4210133214","https://openalex.org/I4210153126"]},{"id":"https://openalex.org/I861853513","display_name":"Sapienza University of Rome","ror":"https://ror.org/02be6w209","country_code":"IT","type":"education","lineage":["https://openalex.org/I861853513"]},{"id":"https://openalex.org/I4387155925","display_name":"Istituto di Ricovero e Cura a Carattere Scientifico San Raffaele","ror":"https://ror.org/006x48140","country_code":null,"type":"healthcare","lineage":["https://openalex.org/I4210153126","https://openalex.org/I4387155925"]}],"countries":["IT"],"is_corresponding":false,"raw_author_name":"Claudio Babiloni","raw_affiliation_strings":["Department of Physiology and Pharmacology Erspamer, University of Rome La Sapienza, Rome, Italy","IRCCS San Raffaele Pisana, Rome, Italy"],"affiliations":[{"raw_affiliation_string":"Department of Physiology and Pharmacology Erspamer, University of Rome La Sapienza, Rome, Italy","institution_ids":["https://openalex.org/I861853513"]},{"raw_affiliation_string":"IRCCS San Raffaele Pisana, Rome, Italy","institution_ids":["https://openalex.org/I4210133214","https://openalex.org/I4387155925"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5038915894","display_name":"Claudio Del Percio","orcid":"https://orcid.org/0000-0001-8805-2945"},"institutions":[{"id":"https://openalex.org/I4387155925","display_name":"Istituto di Ricovero e Cura a Carattere Scientifico San Raffaele","ror":"https://ror.org/006x48140","country_code":null,"type":"healthcare","lineage":["https://openalex.org/I4210153126","https://openalex.org/I4387155925"]},{"id":"https://openalex.org/I4210133214","display_name":"IRCCS Ospedale San Raffaele","ror":"https://ror.org/039zxt351","country_code":"IT","type":"healthcare","lineage":["https://openalex.org/I4210133214","https://openalex.org/I4210153126"]}],"countries":["IT"],"is_corresponding":false,"raw_author_name":"Claudio Del Percio","raw_affiliation_strings":["IRCCS San Raffaele Pisana, Rome, Italy"],"affiliations":[{"raw_affiliation_string":"IRCCS San Raffaele Pisana, Rome, Italy","institution_ids":["https://openalex.org/I4210133214","https://openalex.org/I4387155925"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5027357828","display_name":"Antonio Ivano Triggiani","orcid":"https://orcid.org/0000-0003-3291-9452"},"institutions":[{"id":"https://openalex.org/I106296451","display_name":"University of Foggia","ror":"https://ror.org/01xtv3204","country_code":"IT","type":"education","lineage":["https://openalex.org/I106296451"]}],"countries":["IT"],"is_corresponding":false,"raw_author_name":"Antonio Ivano Triggiani","raw_affiliation_strings":["Department of Clinical and Experimental Medicine, University of Foggia, Foggia, Italy"],"affiliations":[{"raw_affiliation_string":"Department of Clinical and Experimental Medicine, University of Foggia, Foggia, Italy","institution_ids":["https://openalex.org/I106296451"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5001391327","display_name":"Loreto Gesualdo","orcid":"https://orcid.org/0000-0002-4861-0911"},"institutions":[{"id":"https://openalex.org/I5561750","display_name":"University of Bari Aldo Moro","ror":"https://ror.org/027ynra39","country_code":"IT","type":"education","lineage":["https://openalex.org/I5561750"]}],"countries":["IT"],"is_corresponding":false,"raw_author_name":"Loreto Gesualdo","raw_affiliation_strings":["DETO, University of Bari, Bari, Italy"],"affiliations":[{"raw_affiliation_string":"DETO, University of Bari, Bari, Italy","institution_ids":["https://openalex.org/I5561750"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":10,"corresponding_author_ids":["https://openalex.org/A5050013557"],"corresponding_institution_ids":["https://openalex.org/I68618741"],"apc_list":null,"apc_paid":null,"fwci":0.4839,"has_fulltext":false,"cited_by_count":19,"citation_normalized_percentile":{"value":0.63006439,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":89,"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":0.9994999766349792,"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":0.9994999766349792,"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/T10241","display_name":"Functional Brain Connectivity Studies","score":0.9765999913215637,"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/T12946","display_name":"Fractal and DNA sequence analysis","score":0.9628999829292297,"subfield":{"id":"https://openalex.org/subfields/1312","display_name":"Molecular Biology"},"field":{"id":"https://openalex.org/fields/13","display_name":"Biochemistry, Genetics and Molecular Biology"},"domain":{"id":"https://openalex.org/domains/1","display_name":"Life Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/principal-component-analysis","display_name":"Principal component analysis","score":0.7077859044075012},{"id":"https://openalex.org/keywords/support-vector-machine","display_name":"Support vector machine","score":0.6960381865501404},{"id":"https://openalex.org/keywords/electroencephalography","display_name":"Electroencephalography","score":0.6909388303756714},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.6838546991348267},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.676566481590271},{"id":"https://openalex.org/keywords/correlation","display_name":"Correlation","score":0.6321429014205933},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6001878976821899},{"id":"https://openalex.org/keywords/multilayer-perceptron","display_name":"Multilayer perceptron","score":0.5941405892372131},{"id":"https://openalex.org/keywords/artificial-neural-network","display_name":"Artificial neural network","score":0.5923976898193359},{"id":"https://openalex.org/keywords/dimensionality-reduction","display_name":"Dimensionality reduction","score":0.5074643492698669},{"id":"https://openalex.org/keywords/perceptron","display_name":"Perceptron","score":0.48695123195648193},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.37381309270858765},{"id":"https://openalex.org/keywords/speech-recognition","display_name":"Speech recognition","score":0.3668696880340576},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.21551033854484558},{"id":"https://openalex.org/keywords/psychology","display_name":"Psychology","score":0.17276090383529663},{"id":"https://openalex.org/keywords/neuroscience","display_name":"Neuroscience","score":0.09603661298751831}],"concepts":[{"id":"https://openalex.org/C27438332","wikidata":"https://www.wikidata.org/wiki/Q2873","display_name":"Principal component analysis","level":2,"score":0.7077859044075012},{"id":"https://openalex.org/C12267149","wikidata":"https://www.wikidata.org/wiki/Q282453","display_name":"Support vector machine","level":2,"score":0.6960381865501404},{"id":"https://openalex.org/C522805319","wikidata":"https://www.wikidata.org/wiki/Q179965","display_name":"Electroencephalography","level":2,"score":0.6909388303756714},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.6838546991348267},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.676566481590271},{"id":"https://openalex.org/C117220453","wikidata":"https://www.wikidata.org/wiki/Q5172842","display_name":"Correlation","level":2,"score":0.6321429014205933},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6001878976821899},{"id":"https://openalex.org/C179717631","wikidata":"https://www.wikidata.org/wiki/Q2991667","display_name":"Multilayer perceptron","level":3,"score":0.5941405892372131},{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.5923976898193359},{"id":"https://openalex.org/C70518039","wikidata":"https://www.wikidata.org/wiki/Q16000077","display_name":"Dimensionality reduction","level":2,"score":0.5074643492698669},{"id":"https://openalex.org/C60908668","wikidata":"https://www.wikidata.org/wiki/Q690207","display_name":"Perceptron","level":3,"score":0.48695123195648193},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.37381309270858765},{"id":"https://openalex.org/C28490314","wikidata":"https://www.wikidata.org/wiki/Q189436","display_name":"Speech recognition","level":1,"score":0.3668696880340576},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.21551033854484558},{"id":"https://openalex.org/C15744967","wikidata":"https://www.wikidata.org/wiki/Q9418","display_name":"Psychology","level":0,"score":0.17276090383529663},{"id":"https://openalex.org/C169760540","wikidata":"https://www.wikidata.org/wiki/Q207011","display_name":"Neuroscience","level":1,"score":0.09603661298751831},{"id":"https://openalex.org/C2524010","wikidata":"https://www.wikidata.org/wiki/Q8087","display_name":"Geometry","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/ijcnn.2015.7280463","is_oa":false,"landing_page_url":"https://doi.org/10.1109/ijcnn.2015.7280463","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2015 International Joint Conference on Neural Networks (IJCNN)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/4","display_name":"Quality Education","score":0.7599999904632568}],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":28,"referenced_works":["https://openalex.org/W1810343284","https://openalex.org/W1976516373","https://openalex.org/W1977538432","https://openalex.org/W1982535025","https://openalex.org/W1988949556","https://openalex.org/W2002101667","https://openalex.org/W2023456117","https://openalex.org/W2048820225","https://openalex.org/W2052261857","https://openalex.org/W2056716587","https://openalex.org/W2066472246","https://openalex.org/W2074974823","https://openalex.org/W2077695508","https://openalex.org/W2086482881","https://openalex.org/W2088261337","https://openalex.org/W2092685533","https://openalex.org/W2095379532","https://openalex.org/W2097775060","https://openalex.org/W2109943925","https://openalex.org/W2116709840","https://openalex.org/W2128058309","https://openalex.org/W2138543194","https://openalex.org/W2138878035","https://openalex.org/W2143426320","https://openalex.org/W2147785371","https://openalex.org/W2207595987","https://openalex.org/W2374804331","https://openalex.org/W4241090193"],"related_works":["https://openalex.org/W2579148721","https://openalex.org/W4387893611","https://openalex.org/W2347335694","https://openalex.org/W2091056927","https://openalex.org/W2067407580","https://openalex.org/W4317486777","https://openalex.org/W4389669152","https://openalex.org/W2038514069","https://openalex.org/W1967233468","https://openalex.org/W2009181529"],"abstract_inverted_index":{"In":[0,61],"this":[1],"study,":[2],"we":[3],"compared":[4],"several":[5],"classifiers":[6,65],"for":[7],"the":[8,59,125,130],"supervised":[9],"distinction":[10],"between":[11],"normal":[12],"elderly":[13],"and":[14,26,40,53,73,99,119],"Alzheimer's":[15],"disease":[16],"individuals,":[17],"based":[18,57,128],"on":[19,58,129],"resting":[20],"state":[21],"electroencephalographic":[22],"markers,":[23],"age,":[24,116],"gender":[25],"education.":[27],"Three":[28],"main":[29],"preliminary":[30],"procedures":[31],"served":[32],"to":[33],"perform":[34],"features":[35,122],"dimensionality":[36],"reduction":[37],"were":[38,66],"used":[39,113],"discussed:":[41],"a":[42,49,54,105],"Support":[43],"Vector":[44],"Machines":[45],"Recursive":[46],"Features":[47],"Elimination,":[48],"Principal":[50],"Component":[51],"Analysis":[52],"novel":[55,126],"method":[56,127],"correlation.":[60,131],"particular,":[62],"five":[63],"different":[64,69,75],"compared:":[67],"two":[68],"configurations":[70],"of":[71,78,95],"SVM":[72],"three":[74],"optimal":[76],"topologies":[77],"Error":[79],"Back":[80],"Propagation":[81],"Multi":[82],"Layer":[83],"Perceptron":[84],"Artificial":[85],"Neural":[86,106],"Networks":[87],"(EBP":[88],"MLP":[89],"ANNs).":[90],"Best":[91],"result,":[92],"in":[93],"terms":[94],"classification":[96],"(accuracy":[97],"86%":[98],"sensitivity":[100],"92%),":[101],"was":[102],"obtained":[103],"by":[104,124],"Network":[107],"with":[108],"3":[109],"hidden":[110],"layers":[111],"that":[112],"as":[114],"input:":[115],"gender,":[117],"education":[118],"20":[120],"EEG":[121],"selected":[123]},"counts_by_year":[{"year":2025,"cited_by_count":3},{"year":2024,"cited_by_count":3},{"year":2022,"cited_by_count":4},{"year":2020,"cited_by_count":1},{"year":2019,"cited_by_count":5},{"year":2018,"cited_by_count":2},{"year":2016,"cited_by_count":1}],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}