{"id":"https://openalex.org/W4306377337","doi":"https://doi.org/10.3390/diagnostics12102508","title":"Use of Differential Entropy for Automated Emotion Recognition in a Virtual Reality Environment with EEG Signals","display_name":"Use of Differential Entropy for Automated Emotion Recognition in a Virtual Reality Environment with EEG Signals","publication_year":2022,"publication_date":"2022-10-16","ids":{"openalex":"https://openalex.org/W4306377337","doi":"https://doi.org/10.3390/diagnostics12102508","pmid":"https://pubmed.ncbi.nlm.nih.gov/36292197","pmcid":"https://www.ncbi.nlm.nih.gov/pmc/articles/9601226"},"language":"en","primary_location":{"id":"doi:10.3390/diagnostics12102508","doi":"https://doi.org/10.3390/diagnostics12102508","is_oa":true,"landing_page_url":"https://doi.org/10.3390/diagnostics12102508","pdf_url":"https://www.mdpi.com/2075-4418/12/10/2508/pdf?version=1665914204","source":{"id":"https://openalex.org/S4210172076","display_name":"Diagnostics","issn_l":"2075-4418","issn":["2075-4418"],"is_oa":true,"is_in_doaj":true,"is_core":true,"listed_in":["cwts-core","doaj","norway-1","poland-70","russia-white-list-1","vabb-shw"],"host_organization":"https://openalex.org/P4310310987","host_organization_name":"Multidisciplinary Digital Publishing Institute","host_organization_lineage":["https://openalex.org/P4310310987"],"host_organization_lineage_names":["Multidisciplinary Digital Publishing Institute"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Diagnostics","raw_type":"journal-article"},"volume":null,"type":"article","is_traditional":true,"indexed_in":["crossref","doaj","pubmed"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://www.mdpi.com/2075-4418/12/10/2508/pdf?version=1665914204","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5075075813","display_name":"Hakan Uyan\u0131k","orcid":"https://orcid.org/0000-0002-6870-7569","observed_orcids":["https://orcid.org/0000-0002-6870-7569"]},"institutions":[{"id":"https://openalex.org/I64925351","display_name":"Munzur University","ror":"https://ror.org/05v0p1f11","country_code":"TR","type":"education","lineage":["https://openalex.org/I64925351"]}],"countries":["TR"],"is_corresponding":false,"raw_author_name":"Hakan Uyan\u0131k","raw_affiliation_strings":["Electrical-Electronics Engineering Department, Engineering Faculty, Munzur University, Tunceli 62000, Turkey"],"raw_orcid":"https://orcid.org/0000-0002-6870-7569","affiliations":[{"raw_affiliation_string":"Electrical-Electronics Engineering Department, Engineering Faculty, Munzur University, Tunceli 62000, Turkey","institution_ids":["https://openalex.org/I64925351"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5091876791","display_name":"Salih Taha Alperen \u00d6z\u00e7elik","orcid":"https://orcid.org/0000-0002-7929-7542","observed_orcids":["https://orcid.org/0000-0002-7929-7542"]},"institutions":[{"id":"https://openalex.org/I147699246","display_name":"Bing\u00f6l University","ror":"https://ror.org/03hx84x94","country_code":"TR","type":"education","lineage":["https://openalex.org/I147699246"]}],"countries":["TR"],"is_corresponding":false,"raw_author_name":"Salih Taha A. Ozcelik","raw_affiliation_strings":["Electrical-Electronics Engineering Department, Engineering Faculty, Bingol University, Bingol 12000, Turkey"],"raw_orcid":"https://orcid.org/0000-0002-7929-7542","affiliations":[{"raw_affiliation_string":"Electrical-Electronics Engineering Department, Engineering Faculty, Bingol University, Bingol 12000, Turkey","institution_ids":["https://openalex.org/I147699246"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5087851275","display_name":"Zeynep Bala Duranay","orcid":"https://orcid.org/0000-0003-2212-5544","observed_orcids":["https://orcid.org/0000-0003-2212-5544"]},"institutions":[{"id":"https://openalex.org/I143396566","display_name":"F\u0131rat University","ror":"https://ror.org/05teb7b63","country_code":"TR","type":"education","lineage":["https://openalex.org/I143396566"]}],"countries":["TR"],"is_corresponding":false,"raw_author_name":"Zeynep Bala Duranay","raw_affiliation_strings":["Electrical-Electronics Engineering Department, Technology Faculty, Firat University, Elazig 23119, Turkey"],"raw_orcid":"https://orcid.org/0000-0003-2212-5544","affiliations":[{"raw_affiliation_string":"Electrical-Electronics Engineering Department, Technology Faculty, Firat University, Elazig 23119, Turkey","institution_ids":["https://openalex.org/I143396566"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5045216943","display_name":"Abdulkadir \u015eeng\u00fcr","orcid":"https://orcid.org/0000-0003-1614-2639","observed_orcids":["https://orcid.org/0000-0003-1614-2639","https://orcid.org/0000-0003-1050-8433"]},"institutions":[{"id":"https://openalex.org/I143396566","display_name":"F\u0131rat University","ror":"https://ror.org/05teb7b63","country_code":"TR","type":"education","lineage":["https://openalex.org/I143396566"]}],"countries":["TR"],"is_corresponding":true,"raw_author_name":"Abdulkadir Sengur","raw_affiliation_strings":["Electrical-Electronics Engineering Department, Technology Faculty, Firat University, Elazig 23119, Turkey"],"raw_orcid":"https://orcid.org/0000-0003-1614-2639","affiliations":[{"raw_affiliation_string":"Electrical-Electronics Engineering Department, Technology Faculty, Firat University, Elazig 23119, Turkey","institution_ids":["https://openalex.org/I143396566"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5074179735","display_name":"U. Rajendra Acharya","orcid":"https://orcid.org/0000-0003-2689-8552","observed_orcids":["https://orcid.org/0000-0003-2689-8552"]},"institutions":[{"id":"https://openalex.org/I143578492","display_name":"Asia University","ror":"https://ror.org/038a1tp19","country_code":"TW","type":"education","lineage":["https://openalex.org/I143578492"]},{"id":"https://openalex.org/I58236372","display_name":"Ngee Ann Polytechnic","ror":"https://ror.org/01w953x65","country_code":"SG","type":"education","lineage":["https://openalex.org/I58236372"]},{"id":"https://openalex.org/I8696757","display_name":"Singapore University of Social Sciences","ror":"https://ror.org/01s57k749","country_code":"SG","type":"education","lineage":["https://openalex.org/I8696757"]}],"countries":["SG","TW"],"is_corresponding":false,"raw_author_name":"U. Rajendra Acharya","raw_affiliation_strings":["Biomedical Engineering, School of Science and Technology, SUSS University, Singapore 599494, Singapore","Biomedical Informatics and Medical Engineering, Asia University, Taichung 413305, Taiwan","Department of Electronics and Computer Engineering, Ngee Ann Polytechnic, Singapore 599489, Singapore"],"raw_orcid":"https://orcid.org/0000-0003-2689-8552","affiliations":[{"raw_affiliation_string":"Biomedical Engineering, School of Science and Technology, SUSS University, Singapore 599494, Singapore","institution_ids":["https://openalex.org/I8696757"]},{"raw_affiliation_string":"Biomedical Informatics and Medical Engineering, Asia University, Taichung 413305, Taiwan","institution_ids":["https://openalex.org/I143578492"]},{"raw_affiliation_string":"Department of Electronics and Computer Engineering, Ngee Ann Polytechnic, Singapore 599489, Singapore","institution_ids":["https://openalex.org/I58236372"]}]}],"institutions":[],"countries_distinct_count":3,"institutions_distinct_count":6,"corresponding_author_ids":["https://openalex.org/A5045216943"],"corresponding_institution_ids":["https://openalex.org/I143396566"],"apc_list":{"value":1800,"currency":"CHF","value_usd":1885},"apc_paid":{"value":1800,"currency":"CHF","value_usd":1885},"fwci":1.7398,"has_fulltext":true,"cited_by_count":34,"citation_normalized_percentile":{"value":0.86018259,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":98,"max":99},"biblio":{"volume":"12","issue":"10","first_page":"2508","last_page":"2508"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10667","display_name":"Emotion and Mood Recognition","score":0.9990000128746033,"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/T10667","display_name":"Emotion and Mood Recognition","score":0.9990000128746033,"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/T10429","display_name":"EEG and Brain-Computer Interfaces","score":0.000699999975040555,"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/T11707","display_name":"Gaze Tracking and Assistive Technology","score":0.0,"subfield":{"id":"https://openalex.org/subfields/1709","display_name":"Human-Computer Interaction"},"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/eeg-based-emotion-recognition","display_name":"EEG-based emotion recognition","score":0.890999972820282},{"id":"https://openalex.org/keywords/differential-entropy","display_name":"differential entropy","score":0.9200000166893005},{"id":"https://openalex.org/keywords/virtual-reality","display_name":"virtual reality","score":0.6349999904632568},{"id":"https://openalex.org/keywords/gamma-band","display_name":"gamma band","score":0.843999981880188},{"id":"https://openalex.org/keywords/support-vector-machine","display_name":"support vector machine","score":0.7450000047683716},{"id":"https://openalex.org/keywords/classifier-comparison","display_name":"classifier comparison","score":0.6309999823570251}],"concepts":[{"id":"https://openalex.org/C522805319","wikidata":"https://www.wikidata.org/wiki/Q179965","display_name":"Electroencephalography","level":2,"score":0.743522047996521},{"id":"https://openalex.org/C12267149","wikidata":"https://www.wikidata.org/wiki/Q282453","display_name":"Support vector machine","level":2,"score":0.7434969544410706},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.6993287801742554},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.6774712800979614},{"id":"https://openalex.org/C28490314","wikidata":"https://www.wikidata.org/wiki/Q189436","display_name":"Speech recognition","level":1,"score":0.5867876410484314},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5511972308158875},{"id":"https://openalex.org/C52001869","wikidata":"https://www.wikidata.org/wiki/Q812530","display_name":"Naive Bayes classifier","level":3,"score":0.4657279849052429},{"id":"https://openalex.org/C2777438025","wikidata":"https://www.wikidata.org/wiki/Q1339090","display_name":"Emotion recognition","level":2,"score":0.4602054953575134},{"id":"https://openalex.org/C206310091","wikidata":"https://www.wikidata.org/wiki/Q750859","display_name":"Emotion classification","level":2,"score":0.45882630348205566},{"id":"https://openalex.org/C84525736","wikidata":"https://www.wikidata.org/wiki/Q831366","display_name":"Decision tree","level":2,"score":0.44955310225486755},{"id":"https://openalex.org/C124551494","wikidata":"https://www.wikidata.org/wiki/Q3055345","display_name":"Differential entropy","level":4,"score":0.4395119249820709},{"id":"https://openalex.org/C95623464","wikidata":"https://www.wikidata.org/wiki/Q1096149","display_name":"Classifier (UML)","level":2,"score":0.42290353775024414},{"id":"https://openalex.org/C15744967","wikidata":"https://www.wikidata.org/wiki/Q9418","display_name":"Psychology","level":0,"score":0.2725069522857666},{"id":"https://openalex.org/C9679016","wikidata":"https://www.wikidata.org/wiki/Q1417473","display_name":"Principle of maximum entropy","level":2,"score":0.25202614068984985},{"id":"https://openalex.org/C182049051","wikidata":"https://www.wikidata.org/wiki/Q17147155","display_name":"Transfer entropy","level":3,"score":0.11318716406822205},{"id":"https://openalex.org/C118552586","wikidata":"https://www.wikidata.org/wiki/Q7867","display_name":"Psychiatry","level":1,"score":0.0}],"mesh":[],"locations_count":5,"locations":[{"id":"doi:10.3390/diagnostics12102508","doi":"https://doi.org/10.3390/diagnostics12102508","is_oa":true,"landing_page_url":"https://doi.org/10.3390/diagnostics12102508","pdf_url":"https://www.mdpi.com/2075-4418/12/10/2508/pdf?version=1665914204","source":{"id":"https://openalex.org/S4210172076","display_name":"Diagnostics","issn_l":"2075-4418","issn":["2075-4418"],"is_oa":true,"is_in_doaj":true,"is_core":true,"listed_in":["cwts-core","doaj","norway-1","poland-70","russia-white-list-1","vabb-shw"],"host_organization":"https://openalex.org/P4310310987","host_organization_name":"Multidisciplinary Digital Publishing Institute","host_organization_lineage":["https://openalex.org/P4310310987"],"host_organization_lineage_names":["Multidisciplinary Digital Publishing Institute"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Diagnostics","raw_type":"journal-article"},{"id":"pmh:oai:pubmedcentral.nih.gov:9601226","doi":null,"is_oa":true,"landing_page_url":"https://www.ncbi.nlm.nih.gov/pmc/articles/9601226","pdf_url":null,"source":{"id":"https://openalex.org/S2764455111","display_name":"PubMed Central","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"listed_in":[],"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":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Diagnostics (Basel)","raw_type":"Text"},{"id":"pmid:36292197","doi":null,"is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/36292197","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,"listed_in":[],"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":"Diagnostics (Basel, Switzerland)","raw_type":"Journal Article"},{"id":"pmh:oai:doaj.org/article:c5985f9570ae4b429f0b082e5b2d9f2b","doi":null,"is_oa":true,"landing_page_url":"https://doaj.org/article/c5985f9570ae4b429f0b082e5b2d9f2b","pdf_url":null,"source":{"id":"https://openalex.org/S4306401280","display_name":"DOAJ (DOAJ: Directory of Open Access Journals)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by-sa","license_id":"https://openalex.org/licenses/cc-by-sa","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Diagnostics, Vol 12, Iss 10, p 2508 (2022)","raw_type":"article"},{"id":"pmh:oai:openaccess.firat.edu.tr:11508/62898","doi":null,"is_oa":true,"landing_page_url":"https://hdl.handle.net/11508/62898","pdf_url":null,"source":{"id":"https://openalex.org/S4377196733","display_name":"DSpace - FIRAT (F\u0131rat University)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":"https://openalex.org/I143396566","host_organization_name":"F\u0131rat University","host_organization_lineage":["https://openalex.org/I143396566"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by-nc-nd","license_id":"https://openalex.org/licenses/cc-by-nc-nd","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"Article"}],"best_oa_location":{"id":"doi:10.3390/diagnostics12102508","doi":"https://doi.org/10.3390/diagnostics12102508","is_oa":true,"landing_page_url":"https://doi.org/10.3390/diagnostics12102508","pdf_url":"https://www.mdpi.com/2075-4418/12/10/2508/pdf?version=1665914204","source":{"id":"https://openalex.org/S4210172076","display_name":"Diagnostics","issn_l":"2075-4418","issn":["2075-4418"],"is_oa":true,"is_in_doaj":true,"is_core":true,"listed_in":["cwts-core","doaj","norway-1","poland-70","russia-white-list-1","vabb-shw"],"host_organization":"https://openalex.org/P4310310987","host_organization_name":"Multidisciplinary Digital Publishing Institute","host_organization_lineage":["https://openalex.org/P4310310987"],"host_organization_lineage_names":["Multidisciplinary Digital Publishing Institute"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Diagnostics","raw_type":"journal-article"},"sustainable_development_goals":[],"study_designs":[],"awards":[],"funders":[],"has_content":{"grobid_xml":true,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4306377337.pdf","grobid_xml":"https://content.openalex.org/works/W4306377337.grobid-xml"},"referenced_works_count":51,"referenced_works":["https://openalex.org/W570992628","https://openalex.org/W1947251450","https://openalex.org/W1995875735","https://openalex.org/W2002055708","https://openalex.org/W2004104731","https://openalex.org/W2038610431","https://openalex.org/W2060472216","https://openalex.org/W2082756343","https://openalex.org/W2105931454","https://openalex.org/W2111037713","https://openalex.org/W2122098299","https://openalex.org/W2128495200","https://openalex.org/W2139564752","https://openalex.org/W2149628368","https://openalex.org/W2153635508","https://openalex.org/W2289714406","https://openalex.org/W2478211971","https://openalex.org/W2505415825","https://openalex.org/W2587586092","https://openalex.org/W2784804249","https://openalex.org/W2890679134","https://openalex.org/W2902877680","https://openalex.org/W2919053236","https://openalex.org/W2923871787","https://openalex.org/W2932154953","https://openalex.org/W2947229206","https://openalex.org/W2952286992","https://openalex.org/W2962905870","https://openalex.org/W2985108241","https://openalex.org/W2993348073","https://openalex.org/W3013371719","https://openalex.org/W3017231556","https://openalex.org/W3020002066","https://openalex.org/W3025729214","https://openalex.org/W3030394593","https://openalex.org/W3087208139","https://openalex.org/W3094421184","https://openalex.org/W3108087271","https://openalex.org/W3148172507","https://openalex.org/W3165055457","https://openalex.org/W3173975107","https://openalex.org/W3193300679","https://openalex.org/W3211845866","https://openalex.org/W3214091781","https://openalex.org/W4200209020","https://openalex.org/W4210266523","https://openalex.org/W4214492190","https://openalex.org/W4285171716","https://openalex.org/W4289110083","https://openalex.org/W4297399257","https://openalex.org/W4386840528"],"related_works":["https://openalex.org/W1970727126","https://openalex.org/W4200209020","https://openalex.org/W2899143888","https://openalex.org/W4392502256","https://openalex.org/W2896370822","https://openalex.org/W4307187934","https://openalex.org/W4406587909","https://openalex.org/W3088309321","https://openalex.org/W4245978266","https://openalex.org/W4407154372"],"abstract_inverted_index":{"Emotion":[0],"recognition":[1,23,96],"is":[2,18,41],"one":[3],"of":[4,59,75,84,162,175,186],"the":[5,76,82,159,171,180,184,193,196,204],"most":[6],"important":[7],"issues":[8],"in":[9,57,81,183,210,212],"human-computer":[10],"interaction":[11],"(HCI),":[12],"neuroscience,":[13],"and":[14,37,61,123,149],"psychology":[15],"fields.":[16],"It":[17],"generally":[19],"accepted":[20],"that":[21,70,195],"emotion":[22,45,85,95,214],"with":[24,155,179,203],"neural":[25],"data":[26],"such":[27,48],"as":[28,49,207],"electroencephalography":[29],"(EEG)":[30],"signals,":[31],"functional":[32],"magnetic":[33],"resonance":[34],"imaging":[35],"(fMRI),":[36],"near-infrared":[38],"spectroscopy":[39],"(NIRS)":[40],"better":[42],"than":[43],"other":[44],"detection":[46],"methods":[47],"speech,":[50],"mimics,":[51],"body":[52],"language,":[53],"facial":[54],"expressions,":[55],"etc.,":[56],"terms":[58],"reliability":[60],"accuracy.":[62],"In":[63,166],"particular,":[64],"EEG":[65],"signals":[66,69],"are":[67,71],"bioelectrical":[68],"frequently":[72],"used":[73],"because":[74],"many":[77],"advantages":[78],"they":[79],"offer":[80],"field":[83],"recognition.":[86,215],"This":[87],"study":[88],"proposes":[89],"an":[90],"improved":[91],"approach":[92],"for":[93,158],"EEG-based":[94,213],"on":[97],"a":[98],"publicly":[99],"available":[100],"newly":[101],"published":[102],"dataset,":[103],"VREED.":[104],"Differential":[105],"entropy":[106],"(DE)":[107],"features":[108,157],"were":[109,153],"extracted":[110],"from":[111,192],"four":[112],"wavebands":[113],"(theta":[114],"4-8":[115],"Hz,":[116,119,122],"alpha":[117],"8-13":[118],"beta":[120],"13-30":[121],"gamma":[124,205],"30-49":[125],"Hz)":[126],"to":[127],"classify":[128],"two":[129,163,187],"emotional":[130,164],"states":[131],"(positive/negative).":[132],"Five":[133],"classifiers,":[134],"namely":[135],"Support":[136],"Vector":[137],"Machine":[138],"(SVM),":[139],"k-Nearest":[140],"Neighbor":[141],"(kNN),":[142],"Na\u00efve":[143],"Bayesian":[144],"(NB),":[145],"Decision":[146],"Tree":[147],"(DT),":[148],"Logistic":[150],"Regression":[151],"(LR)":[152],"employed":[154],"DE":[156],"automated":[160],"classification":[161,185],"states.":[165,188],"this":[167],"work,":[168],"we":[169,190],"obtained":[170],"best":[172],"average":[173,198],"accuracy":[174,199],"76.22%":[176],"\u00b1":[177],"2.06":[178],"SVM":[181],"classifier":[182],"Moreover,":[189],"observed":[191],"results":[194],"highest":[197],"score":[200],"was":[201],"produced":[202],"band,":[206],"previously":[208],"reported":[209],"studies":[211]},"counts_by_year":[{"year":2026,"cited_by_count":8},{"year":2025,"cited_by_count":10},{"year":2024,"cited_by_count":10},{"year":2023,"cited_by_count":6}],"updated_date":"2026-11-07T11:25:07.637180","created_date":"2022-10-17T00:00:00"}