{"id":"https://openalex.org/W4393251718","doi":"https://doi.org/10.1088/2632-2153/ad38fe","title":"Prediction of mild cognitive impairment using EEG signal and BiLSTM network","display_name":"Prediction of mild cognitive impairment using EEG signal and BiLSTM network","publication_year":2024,"publication_date":"2024-03-28","ids":{"openalex":"https://openalex.org/W4393251718","doi":"https://doi.org/10.1088/2632-2153/ad38fe"},"language":"en","primary_location":{"id":"doi:10.1088/2632-2153/ad38fe","is_oa":true,"landing_page_url":"https://doi.org/10.1088/2632-2153/ad38fe","pdf_url":"https://iopscience.iop.org/article/10.1088/2632-2153/ad38fe/pdf","source":{"id":"https://openalex.org/S4210200687","display_name":"Machine Learning Science and Technology","issn_l":"2632-2153","issn":["2632-2153"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310320083","host_organization_name":"IOP Publishing","host_organization_lineage":["https://openalex.org/P4310320083","https://openalex.org/P4310311669"],"host_organization_lineage_names":["IOP Publishing","Institute of Physics"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Machine Learning: Science and Technology","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","doaj"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://iopscience.iop.org/article/10.1088/2632-2153/ad38fe/pdf","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5041891989","display_name":"Tahani Jaser Alahmadi","orcid":"https://orcid.org/0000-0002-0067-692X"},"institutions":[{"id":"https://openalex.org/I106778892","display_name":"Princess Nourah bint Abdulrahman University","ror":"https://ror.org/05b0cyh02","country_code":"SA","type":"education","lineage":["https://openalex.org/I106778892"]}],"countries":["SA"],"is_corresponding":true,"raw_author_name":"Tahani Jaser Alahmadi","raw_affiliation_strings":["Information Systems, Princess Nourah bint Abdulrahman University, Riyadh 11671, Saudi Arabia, Riyadh, 84428, SAUDI ARABIA"],"raw_orcid":"https://orcid.org/0000-0002-0067-692X","affiliations":[{"raw_affiliation_string":"Information Systems, Princess Nourah bint Abdulrahman University, Riyadh 11671, Saudi Arabia, Riyadh, 84428, SAUDI ARABIA","institution_ids":["https://openalex.org/I106778892"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5101766352","display_name":"Atta Ur Rahman","orcid":"https://orcid.org/0000-0003-3569-9926"},"institutions":[{"id":"https://openalex.org/I5400463","display_name":"Ghulam Ishaq Khan Institute of Engineering Sciences and Technology","ror":"https://ror.org/01sb6ek09","country_code":"PK","type":"education","lineage":["https://openalex.org/I5400463"]}],"countries":["PK"],"is_corresponding":false,"raw_author_name":"Atta Ur Rahman","raw_affiliation_strings":["Ghulam Ishaq Khan Institute of Engineering Sciences and Technology, Swabi, 23640, Pakistan, Topi, 23640, PAKISTAN"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Ghulam Ishaq Khan Institute of Engineering Sciences and Technology, Swabi, 23640, Pakistan, Topi, 23640, PAKISTAN","institution_ids":["https://openalex.org/I5400463"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5015473978","display_name":"Zaid Ali Alhababi","orcid":null},"institutions":[{"id":"https://openalex.org/I4210091245","display_name":"Health First","ror":"https://ror.org/00cm7z053","country_code":"US","type":"healthcare","lineage":["https://openalex.org/I4210091245"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Zaid Ali Alhababi","raw_affiliation_strings":["First Health Cluster, Riyadh, airport road, Riyadh, 11564, SAUDI ARABIA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"First Health Cluster, Riyadh, airport road, Riyadh, 11564, SAUDI ARABIA","institution_ids":["https://openalex.org/I4210091245"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5102636501","display_name":"Sania Ali","orcid":null},"institutions":[{"id":"https://openalex.org/I4210154218","display_name":"University of Science and Technology Bannu","ror":"https://ror.org/04be2dn15","country_code":"PK","type":"education","lineage":["https://openalex.org/I4210154218"]}],"countries":["PK"],"is_corresponding":false,"raw_author_name":"Sania Ali","raw_affiliation_strings":["University of Science & Technology Bannu, Bannu, 28100, Pakistan, Bannu, 28100, PAKISTAN"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"University of Science & Technology Bannu, Bannu, 28100, Pakistan, Bannu, 28100, PAKISTAN","institution_ids":["https://openalex.org/I4210154218"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5058485751","display_name":"Hend Khalid Alkahtani","orcid":"https://orcid.org/0000-0001-7507-5267"},"institutions":[{"id":"https://openalex.org/I106778892","display_name":"Princess Nourah bint Abdulrahman University","ror":"https://ror.org/05b0cyh02","country_code":"SA","type":"education","lineage":["https://openalex.org/I106778892"]}],"countries":["SA"],"is_corresponding":false,"raw_author_name":"Hend Khalid Alkahtani","raw_affiliation_strings":["Princess Nourah bint Abdulrahman University, Riyadh 11671, Saudi Arabia, Riyadh, Al Riyadh, 11671, SAUDI ARABIA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Princess Nourah bint Abdulrahman University, Riyadh 11671, Saudi Arabia, Riyadh, Al Riyadh, 11671, SAUDI ARABIA","institution_ids":["https://openalex.org/I106778892"]}]}],"institutions":[],"countries_distinct_count":3,"institutions_distinct_count":4,"corresponding_author_ids":["https://openalex.org/A5041891989"],"corresponding_institution_ids":["https://openalex.org/I106778892"],"apc_list":{"value":1600,"currency":"GBP","value_usd":1962},"apc_paid":{"value":1600,"currency":"GBP","value_usd":1962},"fwci":3.8042,"has_fulltext":false,"cited_by_count":14,"citation_normalized_percentile":{"value":0.9368042,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":90,"max":99},"biblio":{"volume":"5","issue":"2","first_page":"025028","last_page":"025028"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10429","display_name":"EEG and Brain-Computer Interfaces","score":0.8251000046730042,"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":0.8251000046730042,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/electroencephalography","display_name":"Electroencephalography","score":0.7936388850212097},{"id":"https://openalex.org/keywords/cognitive-impairment","display_name":"Cognitive impairment","score":0.6681469082832336},{"id":"https://openalex.org/keywords/signal","display_name":"SIGNAL (programming language)","score":0.5282266139984131},{"id":"https://openalex.org/keywords/cognition","display_name":"Cognition","score":0.4718373119831085},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.419552743434906},{"id":"https://openalex.org/keywords/psychology","display_name":"Psychology","score":0.405882865190506},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.3577355742454529},{"id":"https://openalex.org/keywords/audiology","display_name":"Audiology","score":0.33669430017471313},{"id":"https://openalex.org/keywords/neuroscience","display_name":"Neuroscience","score":0.24064594507217407},{"id":"https://openalex.org/keywords/medicine","display_name":"Medicine","score":0.2175121009349823}],"concepts":[{"id":"https://openalex.org/C522805319","wikidata":"https://www.wikidata.org/wiki/Q179965","display_name":"Electroencephalography","level":2,"score":0.7936388850212097},{"id":"https://openalex.org/C2984915365","wikidata":"https://www.wikidata.org/wiki/Q5141203","display_name":"Cognitive impairment","level":3,"score":0.6681469082832336},{"id":"https://openalex.org/C2779843651","wikidata":"https://www.wikidata.org/wiki/Q7390335","display_name":"SIGNAL (programming language)","level":2,"score":0.5282266139984131},{"id":"https://openalex.org/C169900460","wikidata":"https://www.wikidata.org/wiki/Q2200417","display_name":"Cognition","level":2,"score":0.4718373119831085},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.419552743434906},{"id":"https://openalex.org/C15744967","wikidata":"https://www.wikidata.org/wiki/Q9418","display_name":"Psychology","level":0,"score":0.405882865190506},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.3577355742454529},{"id":"https://openalex.org/C548259974","wikidata":"https://www.wikidata.org/wiki/Q569965","display_name":"Audiology","level":1,"score":0.33669430017471313},{"id":"https://openalex.org/C169760540","wikidata":"https://www.wikidata.org/wiki/Q207011","display_name":"Neuroscience","level":1,"score":0.24064594507217407},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.2175121009349823},{"id":"https://openalex.org/C199360897","wikidata":"https://www.wikidata.org/wiki/Q9143","display_name":"Programming language","level":1,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1088/2632-2153/ad38fe","is_oa":true,"landing_page_url":"https://doi.org/10.1088/2632-2153/ad38fe","pdf_url":"https://iopscience.iop.org/article/10.1088/2632-2153/ad38fe/pdf","source":{"id":"https://openalex.org/S4210200687","display_name":"Machine Learning Science and Technology","issn_l":"2632-2153","issn":["2632-2153"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310320083","host_organization_name":"IOP Publishing","host_organization_lineage":["https://openalex.org/P4310320083","https://openalex.org/P4310311669"],"host_organization_lineage_names":["IOP Publishing","Institute of Physics"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Machine Learning: Science and Technology","raw_type":"journal-article"},{"id":"pmh:oai:doaj.org/article:547229f614764052b281028460af8061","is_oa":true,"landing_page_url":"https://doaj.org/article/547229f614764052b281028460af8061","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,"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":"Machine Learning: Science and Technology, Vol 5, Iss 2, p 025028 (2024)","raw_type":"article"}],"best_oa_location":{"id":"doi:10.1088/2632-2153/ad38fe","is_oa":true,"landing_page_url":"https://doi.org/10.1088/2632-2153/ad38fe","pdf_url":"https://iopscience.iop.org/article/10.1088/2632-2153/ad38fe/pdf","source":{"id":"https://openalex.org/S4210200687","display_name":"Machine Learning Science and Technology","issn_l":"2632-2153","issn":["2632-2153"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310320083","host_organization_name":"IOP Publishing","host_organization_lineage":["https://openalex.org/P4310320083","https://openalex.org/P4310311669"],"host_organization_lineage_names":["IOP Publishing","Institute of Physics"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Machine Learning: Science and Technology","raw_type":"journal-article"},"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G6826428883","display_name":null,"funder_award_id":"KSRG-2023-021","funder_id":"https://openalex.org/F4320330363","funder_display_name":"King Salman Center for Disability Research"}],"funders":[{"id":"https://openalex.org/F4320330363","display_name":"King Salman Center for Disability Research","ror":"https://ror.org/01ht2b307"}],"has_content":{"pdf":true,"grobid_xml":false},"content_urls":{"pdf":"https://content.openalex.org/works/W4393251718.pdf"},"referenced_works_count":47,"referenced_works":["https://openalex.org/W1947251450","https://openalex.org/W1968263075","https://openalex.org/W2027160111","https://openalex.org/W2079633729","https://openalex.org/W2101640127","https://openalex.org/W2151393950","https://openalex.org/W2767262600","https://openalex.org/W2801360775","https://openalex.org/W2805994308","https://openalex.org/W2810047843","https://openalex.org/W2890564211","https://openalex.org/W2899720878","https://openalex.org/W2909655514","https://openalex.org/W2915196348","https://openalex.org/W2941547726","https://openalex.org/W2943806423","https://openalex.org/W2957430216","https://openalex.org/W2963398866","https://openalex.org/W3006385477","https://openalex.org/W3012521722","https://openalex.org/W3040652478","https://openalex.org/W3045704945","https://openalex.org/W3046849288","https://openalex.org/W3085465572","https://openalex.org/W3129557550","https://openalex.org/W3138415243","https://openalex.org/W3181073797","https://openalex.org/W3183373935","https://openalex.org/W3199541090","https://openalex.org/W4213153660","https://openalex.org/W4223959810","https://openalex.org/W4229335109","https://openalex.org/W4281972751","https://openalex.org/W4281997030","https://openalex.org/W4291124215","https://openalex.org/W4293254268","https://openalex.org/W4294975273","https://openalex.org/W4308946501","https://openalex.org/W4311431881","https://openalex.org/W4360839122","https://openalex.org/W4361288799","https://openalex.org/W6751215611","https://openalex.org/W6751577305","https://openalex.org/W6758177287","https://openalex.org/W6761939150","https://openalex.org/W6781484580","https://openalex.org/W6846738855"],"related_works":["https://openalex.org/W2922348724","https://openalex.org/W200322357","https://openalex.org/W2130428257","https://openalex.org/W4308951944","https://openalex.org/W2057366091","https://openalex.org/W2049513647","https://openalex.org/W2988848585","https://openalex.org/W4233722919","https://openalex.org/W4323929055","https://openalex.org/W4312960290"],"abstract_inverted_index":{"Abstract":[0],"Mild":[1],"cognitive":[2,7,23,70],"impairment":[3,71],"(MCI)":[4],"is":[5,38,117,131,140,177,219],"a":[6,57,133,143,195,229],"disease":[8,36],"that":[9,124,139],"primarily":[10],"affects":[11],"elderly":[12],"persons.":[13],"Patients":[14],"with":[15],"MCI":[16,47],"have":[17,55],"impairments":[18],"in":[19,50,103,126,191,203],"one":[20],"or":[21,146],"more":[22],"areas,":[24],"such":[25,56],"as":[26,168],"memory,":[27],"attention,":[28],"language,":[29],"and":[30,72,100,164,205,241],"problem-solving.":[31],"The":[32,171,225],"risk":[33],"of":[34,86,97,111,135,232],"Alzheimer\u2019s":[35],"development":[37],"10":[39],"times":[40],"higher":[41],"among":[42],"individuals":[43],"who":[44,52,66,74],"meet":[45],"the":[46,60,84,95,104,121,127,152,181,185,209,213,216,235,244,251],"diagnosis":[48],"than":[49],"those":[51,65,73],"do":[53],"not":[54],"diagnosis.":[58],"Identifying":[59],"primary":[61],"neurophysiological":[62],"variations":[63],"between":[64,184],"are":[67,75,91],"suffering":[68],"from":[69,151,208],"ageing":[76],"normally":[77],"may":[78],"provide":[79],"helpful":[80],"techniques":[81],"to":[82,93,120,142,179],"assess":[83],"effectiveness":[85],"therapies.":[87],"Event-related":[88],"Potentials":[89],"(ERPs)":[90],"utilized":[92,178],"investigate":[94],"processing":[96],"sensory,":[98],"cognitive,":[99],"motor":[101],"information":[102,193,206],"brain.":[105],"ERPs":[106],"enable":[107],"excellent":[108],"temporal":[109,122,192],"resolution":[110],"underlying":[112],"brain":[113],"activity.":[114],"ERP":[115,186],"data":[116,187],"complex":[118],"due":[119],"variation":[123],"occurs":[125],"time":[128],"domain.":[129],"It":[130],"actually":[132],"type":[134],"electroencephalography":[136],"(EEG)":[137],"signal":[138],"time-locked":[141],"specific":[144],"event":[145],"behavior.":[147],"To":[148,211],"remove":[149],"artifacts":[150],"data,":[153],"this":[154],"work":[155],"utilizes":[156],"Independent":[157],"component":[158],"analysis,":[159],"finite":[160],"impulse":[161],"response":[162],"filter,":[163],"fast":[165],"Fourier":[166],"transformation":[167],"preprocessing":[169],"techniques.":[170],"bidirectional":[172],"long":[173,196],"short-term":[174],"memory":[175],"network":[176,199],"retain":[180],"spatial":[182],"relationships":[183],"while":[188],"learning":[189],"changes":[190],"for":[194,250],"time.":[197],"This":[198],"performed":[200],"well":[201],"both":[202],"modeling":[204],"extraction":[207],"signals.":[210],"validate":[212],"model":[214],"performance,":[215],"proposed":[217,226],"framework":[218,227],"tested":[220],"on":[221,234,243],"two":[222],"benchmark":[223],"datasets.":[224],"achieved":[228],"state-of-the-art":[230],"accuracy":[231],"96.03%":[233],"SJTU":[236],"Emotion":[237],"EEG":[238,248],"Dataset":[239],"dataset":[240,249],"97.31%":[242],"Chung\u2013Ang":[245],"University":[246],"Hospital":[247],"classification":[252],"tasks.":[253]},"counts_by_year":[{"year":2026,"cited_by_count":2},{"year":2025,"cited_by_count":11},{"year":2024,"cited_by_count":1}],"updated_date":"2026-05-21T06:26:12.895304","created_date":"2025-10-10T00:00:00"}
