{"id":"https://openalex.org/W2261308997","doi":null,"title":"Classification of Five Mental Tasks from EEG Data using Neural Network Based on Principal Component Analysis","display_name":"Classification of Five Mental Tasks from EEG Data using Neural Network Based on Principal Component Analysis","publication_year":2009,"publication_date":"2009-10-01","ids":{"openalex":"https://openalex.org/W2261308997","mag":"2261308997"},"language":"en","primary_location":{"id":"mag:2261308997","doi":null,"is_oa":false,"landing_page_url":"https://www.researchgate.net/profile/Jayasree_Santhosh/publication/228300063_Classification_of_Five_Mental_Tasks_from_EEG_Data_Using_Neural_Network_Based_on_Principal_Component_Analysis/links/55c4161208aeca747d5fb45b.pdf","pdf_url":null,"source":{"id":"https://openalex.org/S4210172589","display_name":"SSRN Electronic Journal","issn_l":"1556-5068","issn":["1556-5068"],"is_oa":true,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":"https://openalex.org/I1318003438","host_organization_name":"RELX Group (Netherlands)","host_organization_lineage":["https://openalex.org/I1318003438"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"SSRN Electronic Journal","raw_type":null},"volume":null,"type":"preprint","is_traditional":true,"indexed_in":[],"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/A5022348060","display_name":"Vijay Khare","orcid":"https://orcid.org/0000-0003-0146-3405","observed_orcids":["https://orcid.org/0000-0003-0146-3405"]},"institutions":[{"id":"https://openalex.org/I154970844","display_name":"Jaypee Institute of Information Technology","ror":"https://ror.org/05sttyy11","country_code":"IN","type":"education","lineage":["https://openalex.org/I154970844"]}],"countries":["IN"],"is_corresponding":false,"raw_author_name":"Vijay Khare","raw_affiliation_strings":["Jaypee Institute of Information Technology University (JIITU)"],"raw_orcid":"https://orcid.org/0000-0003-0146-3405","affiliations":[{"raw_affiliation_string":"Jaypee Institute of Information Technology University (JIITU)","institution_ids":["https://openalex.org/I154970844"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5103496014","display_name":"Jayashree Santhosh","orcid":null,"observed_orcids":[]},"institutions":[{"id":"https://openalex.org/I68891433","display_name":"Indian Institute of Technology Delhi","ror":"https://ror.org/049tgcd06","country_code":"IN","type":"education","lineage":["https://openalex.org/I68891433"]}],"countries":["IN"],"is_corresponding":false,"raw_author_name":"Jayashree Santhosh","raw_affiliation_strings":["Indian Institute of Technology (IIT) Delhi"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Indian Institute of Technology (IIT) Delhi","institution_ids":["https://openalex.org/I68891433"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5103845470","display_name":"Sneh Anand","orcid":null,"observed_orcids":[]},"institutions":[{"id":"https://openalex.org/I68891433","display_name":"Indian Institute of Technology Delhi","ror":"https://ror.org/049tgcd06","country_code":"IN","type":"education","lineage":["https://openalex.org/I68891433"]}],"countries":["IN"],"is_corresponding":false,"raw_author_name":"Sneh Anand","raw_affiliation_strings":["Indian Institute of Technology (IIT) Delhi"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Indian Institute of Technology (IIT) Delhi","institution_ids":["https://openalex.org/I68891433"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5080510467","display_name":"Manvir Bhatia","orcid":"https://orcid.org/0000-0003-3820-4829","observed_orcids":["https://orcid.org/0000-0003-3820-4829"]},"institutions":[{"id":"https://openalex.org/I4210113434","display_name":"Sir Ganga Ram Hospital","ror":"https://ror.org/01x18vk56","country_code":"IN","type":"healthcare","lineage":["https://openalex.org/I4210113434"]}],"countries":["IN"],"is_corresponding":false,"raw_author_name":"Manvir Bhatia","raw_affiliation_strings":["Sir Ganga Ram Hospital"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Sir Ganga Ram Hospital","institution_ids":["https://openalex.org/I4210113434"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":3,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":null,"has_fulltext":false,"cited_by_count":5,"citation_normalized_percentile":null,"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":null,"last_page":null},"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/T10667","display_name":"Emotion and Mood Recognition","score":0.0003000000142492354,"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/T10784","display_name":"Muscle activation and electromyography studies","score":0.0,"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/mental-task-classification","display_name":"mental task classification","score":0.9010000228881836},{"id":"https://openalex.org/keywords/electroencephalography","display_name":"EEG","score":0.7820000052452087},{"id":"https://openalex.org/keywords/multilayer-perceptron","display_name":"multilayer perceptron","score":0.890999972820282},{"id":"https://openalex.org/keywords/resilient-backpropagation","display_name":"resilient backpropagation","score":0.8379999995231628},{"id":"https://openalex.org/keywords/principal-component-analysis","display_name":"principal component analysis","score":0.9919999837875366},{"id":"https://openalex.org/keywords/feature-extraction","display_name":"feature extraction","score":0.9829999804496765},{"id":"https://openalex.org/keywords/motion-imagery","display_name":"movement imagery","score":0.7509999871253967},{"id":"https://openalex.org/keywords/arithmetic-problems","display_name":"arithmetic exercises","score":0.6650000214576721},{"id":"https://openalex.org/keywords/relaxed-state","display_name":"relaxed state","score":0.335999995470047}],"concepts":[{"id":"https://openalex.org/C27438332","wikidata":"https://www.wikidata.org/wiki/Q2873","display_name":"Principal component analysis","level":2,"score":0.8295778036117554},{"id":"https://openalex.org/C68867621","wikidata":"https://www.wikidata.org/wiki/Q257360","display_name":"Mental rotation","level":3,"score":0.710537314414978},{"id":"https://openalex.org/C522805319","wikidata":"https://www.wikidata.org/wiki/Q179965","display_name":"Electroencephalography","level":2,"score":0.6465212106704712},{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.6463896036148071},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.6437591314315796},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6095229983329773},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.587007999420166},{"id":"https://openalex.org/C2780451532","wikidata":"https://www.wikidata.org/wiki/Q759676","display_name":"Task (project management)","level":2,"score":0.5648360848426819},{"id":"https://openalex.org/C52622490","wikidata":"https://www.wikidata.org/wiki/Q1026626","display_name":"Feature extraction","level":2,"score":0.5420305728912354},{"id":"https://openalex.org/C74050887","wikidata":"https://www.wikidata.org/wiki/Q848368","display_name":"Rotation (mathematics)","level":2,"score":0.4394642412662506},{"id":"https://openalex.org/C2776401178","wikidata":"https://www.wikidata.org/wiki/Q12050496","display_name":"Feature (linguistics)","level":2,"score":0.4320516884326935},{"id":"https://openalex.org/C28490314","wikidata":"https://www.wikidata.org/wiki/Q189436","display_name":"Speech recognition","level":1,"score":0.42119699716567993},{"id":"https://openalex.org/C15744967","wikidata":"https://www.wikidata.org/wiki/Q9418","display_name":"Psychology","level":0,"score":0.24102643132209778},{"id":"https://openalex.org/C169900460","wikidata":"https://www.wikidata.org/wiki/Q2200417","display_name":"Cognition","level":2,"score":0.09872379899024963},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.09618237614631653},{"id":"https://openalex.org/C118552586","wikidata":"https://www.wikidata.org/wiki/Q7867","display_name":"Psychiatry","level":1,"score":0.0},{"id":"https://openalex.org/C41895202","wikidata":"https://www.wikidata.org/wiki/Q8162","display_name":"Linguistics","level":1,"score":0.0},{"id":"https://openalex.org/C138885662","wikidata":"https://www.wikidata.org/wiki/Q5891","display_name":"Philosophy","level":0,"score":0.0},{"id":"https://openalex.org/C201995342","wikidata":"https://www.wikidata.org/wiki/Q682496","display_name":"Systems engineering","level":1,"score":0.0},{"id":"https://openalex.org/C169760540","wikidata":"https://www.wikidata.org/wiki/Q207011","display_name":"Neuroscience","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"mag:2261308997","doi":null,"is_oa":false,"landing_page_url":"https://www.researchgate.net/profile/Jayasree_Santhosh/publication/228300063_Classification_of_Five_Mental_Tasks_from_EEG_Data_Using_Neural_Network_Based_on_Principal_Component_Analysis/links/55c4161208aeca747d5fb45b.pdf","pdf_url":null,"source":{"id":"https://openalex.org/S4210172589","display_name":"SSRN Electronic Journal","issn_l":"1556-5068","issn":["1556-5068"],"is_oa":true,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":"https://openalex.org/I1318003438","host_organization_name":"RELX Group (Netherlands)","host_organization_lineage":["https://openalex.org/I1318003438"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"SSRN Electronic Journal","raw_type":null}],"best_oa_location":null,"sustainable_development_goals":[],"study_designs":[],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":17,"referenced_works":["https://openalex.org/W1555711139","https://openalex.org/W1825077972","https://openalex.org/W2056431113","https://openalex.org/W2072024313","https://openalex.org/W2075647286","https://openalex.org/W2102757742","https://openalex.org/W2106006415","https://openalex.org/W2125228090","https://openalex.org/W2142445533","https://openalex.org/W2150695119","https://openalex.org/W2156832349","https://openalex.org/W2156849207","https://openalex.org/W2165810317","https://openalex.org/W2170227210","https://openalex.org/W2285257517","https://openalex.org/W2352846467","https://openalex.org/W3143059483"],"related_works":["https://openalex.org/W1943429425","https://openalex.org/W1995716795","https://openalex.org/W6927007514","https://openalex.org/W1494406665","https://openalex.org/W1843542085","https://openalex.org/W7095674527","https://openalex.org/W2157606349","https://openalex.org/W1511711849","https://openalex.org/W1968918799","https://openalex.org/W3033188938"],"abstract_inverted_index":{"In":[0],"this":[1],"paper,":[2],"performance":[3],"of":[4,18,33],"Multilayer":[5],"back":[6],"propagation":[7],"neural":[8],"network":[9],"(MLP-BP":[10],"NN))":[11],"with":[12],"Resilient":[13],"training":[14],"method":[15],"for":[16,30],"discrimination":[17],"five":[19,44],"mental":[20,45],"tasks":[21,46],"was":[22,28],"investigated.":[23],"Principal":[24],"Component":[25],"Analysis":[26],"(PCA)":[27],"used":[29,48],"feature":[31],"extraction":[32],"the":[34],"relevant":[35],"frequency":[36],"bands":[37],"from":[38],"raw":[39],"electroencephalogram":[40],"(EEG)":[41],"signals.":[42],"The":[43],"namely":[47],"were":[49],"Relaxed,":[50],"Movement":[51],"Imagery,":[52],"Geometrical":[53],"Figure":[54],"Rotation":[55],"and":[56,60],"Arithmetic":[57],"task":[58],"(trivial":[59],"non":[61],"trivial":[62],"multiplication).":[63]},"counts_by_year":[{"year":2020,"cited_by_count":2},{"year":2013,"cited_by_count":1},{"year":2012,"cited_by_count":2}],"updated_date":"2026-10-28T10:33:24.094632","created_date":"2016-06-24T00:00:00"}