{"id":"https://openalex.org/W4404032064","doi":"https://doi.org/10.1109/icccnt61001.2024.10724337","title":"Hybrid Deep Learning for Dyslexia Identification through Heterogeneous Cognitive and Behavioral Data Analysis","display_name":"Hybrid Deep Learning for Dyslexia Identification through Heterogeneous Cognitive and Behavioral Data Analysis","publication_year":2024,"publication_date":"2024-06-24","ids":{"openalex":"https://openalex.org/W4404032064","doi":"https://doi.org/10.1109/icccnt61001.2024.10724337"},"language":"en","primary_location":{"id":"doi:10.1109/icccnt61001.2024.10724337","is_oa":false,"landing_page_url":"https://doi.org/10.1109/icccnt61001.2024.10724337","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2024 15th International Conference on Computing Communication and Networking Technologies (ICCCNT)","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/A5094056702","display_name":"Swarup Dewanjee","orcid":"https://orcid.org/0009-0004-6092-8473"},"institutions":[{"id":"https://openalex.org/I4210114658","display_name":"East Delta University","ror":"https://ror.org/022j25y55","country_code":"BD","type":"education","lineage":["https://openalex.org/I4210114658"]}],"countries":["BD"],"is_corresponding":true,"raw_author_name":"Swarup Dewanjee","raw_affiliation_strings":["East Delta University,Computer Science &#x0026; Engineering,Chattogram,Bangladesh"],"affiliations":[{"raw_affiliation_string":"East Delta University,Computer Science &#x0026; Engineering,Chattogram,Bangladesh","institution_ids":["https://openalex.org/I4210114658"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5064374433","display_name":"Sidratul Muntaha","orcid":null},"institutions":[{"id":"https://openalex.org/I4210114658","display_name":"East Delta University","ror":"https://ror.org/022j25y55","country_code":"BD","type":"education","lineage":["https://openalex.org/I4210114658"]}],"countries":["BD"],"is_corresponding":false,"raw_author_name":"Sidratul Muntaha","raw_affiliation_strings":["East Delta University,Computer Science &#x0026; Engineering,Chattogram,Bangladesh"],"affiliations":[{"raw_affiliation_string":"East Delta University,Computer Science &#x0026; Engineering,Chattogram,Bangladesh","institution_ids":["https://openalex.org/I4210114658"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":2,"corresponding_author_ids":["https://openalex.org/A5094056702"],"corresponding_institution_ids":["https://openalex.org/I4210114658"],"apc_list":null,"apc_paid":null,"fwci":1.2902,"has_fulltext":false,"cited_by_count":3,"citation_normalized_percentile":{"value":0.86018275,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":96,"max":97},"biblio":{"volume":null,"issue":null,"first_page":"1","last_page":"7"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11122","display_name":"Online Learning and Analytics","score":0.9426000118255615,"subfield":{"id":"https://openalex.org/subfields/1706","display_name":"Computer Science Applications"},"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/T11122","display_name":"Online Learning and Analytics","score":0.9426000118255615,"subfield":{"id":"https://openalex.org/subfields/1706","display_name":"Computer Science Applications"},"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/dyslexia","display_name":"Dyslexia","score":0.7302066683769226},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6840647459030151},{"id":"https://openalex.org/keywords/identification","display_name":"Identification (biology)","score":0.6642627716064453},{"id":"https://openalex.org/keywords/deep-learning","display_name":"Deep learning","score":0.5409622192382812},{"id":"https://openalex.org/keywords/cognition","display_name":"Cognition","score":0.5135958194732666},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.5031303763389587},{"id":"https://openalex.org/keywords/natural-language-processing","display_name":"Natural language processing","score":0.35232865810394287},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.3391997814178467},{"id":"https://openalex.org/keywords/cognitive-psychology","display_name":"Cognitive psychology","score":0.3377259373664856},{"id":"https://openalex.org/keywords/cognitive-science","display_name":"Cognitive science","score":0.3255218267440796},{"id":"https://openalex.org/keywords/psychology","display_name":"Psychology","score":0.2579749822616577},{"id":"https://openalex.org/keywords/neuroscience","display_name":"Neuroscience","score":0.17949557304382324},{"id":"https://openalex.org/keywords/reading","display_name":"Reading (process)","score":0.12682873010635376},{"id":"https://openalex.org/keywords/biology","display_name":"Biology","score":0.08327275514602661},{"id":"https://openalex.org/keywords/linguistics","display_name":"Linguistics","score":0.07240873575210571}],"concepts":[{"id":"https://openalex.org/C506058694","wikidata":"https://www.wikidata.org/wiki/Q132971","display_name":"Dyslexia","level":3,"score":0.7302066683769226},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6840647459030151},{"id":"https://openalex.org/C116834253","wikidata":"https://www.wikidata.org/wiki/Q2039217","display_name":"Identification (biology)","level":2,"score":0.6642627716064453},{"id":"https://openalex.org/C108583219","wikidata":"https://www.wikidata.org/wiki/Q197536","display_name":"Deep learning","level":2,"score":0.5409622192382812},{"id":"https://openalex.org/C169900460","wikidata":"https://www.wikidata.org/wiki/Q2200417","display_name":"Cognition","level":2,"score":0.5135958194732666},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.5031303763389587},{"id":"https://openalex.org/C204321447","wikidata":"https://www.wikidata.org/wiki/Q30642","display_name":"Natural language processing","level":1,"score":0.35232865810394287},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.3391997814178467},{"id":"https://openalex.org/C180747234","wikidata":"https://www.wikidata.org/wiki/Q23373","display_name":"Cognitive psychology","level":1,"score":0.3377259373664856},{"id":"https://openalex.org/C188147891","wikidata":"https://www.wikidata.org/wiki/Q147638","display_name":"Cognitive science","level":1,"score":0.3255218267440796},{"id":"https://openalex.org/C15744967","wikidata":"https://www.wikidata.org/wiki/Q9418","display_name":"Psychology","level":0,"score":0.2579749822616577},{"id":"https://openalex.org/C169760540","wikidata":"https://www.wikidata.org/wiki/Q207011","display_name":"Neuroscience","level":1,"score":0.17949557304382324},{"id":"https://openalex.org/C554936623","wikidata":"https://www.wikidata.org/wiki/Q199657","display_name":"Reading (process)","level":2,"score":0.12682873010635376},{"id":"https://openalex.org/C86803240","wikidata":"https://www.wikidata.org/wiki/Q420","display_name":"Biology","level":0,"score":0.08327275514602661},{"id":"https://openalex.org/C41895202","wikidata":"https://www.wikidata.org/wiki/Q8162","display_name":"Linguistics","level":1,"score":0.07240873575210571},{"id":"https://openalex.org/C59822182","wikidata":"https://www.wikidata.org/wiki/Q441","display_name":"Botany","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}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/icccnt61001.2024.10724337","is_oa":false,"landing_page_url":"https://doi.org/10.1109/icccnt61001.2024.10724337","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2024 15th International Conference on Computing Communication and Networking Technologies (ICCCNT)","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":17,"referenced_works":["https://openalex.org/W1985501125","https://openalex.org/W2055950488","https://openalex.org/W2068971446","https://openalex.org/W2077995708","https://openalex.org/W2106911021","https://openalex.org/W2423134261","https://openalex.org/W2943977295","https://openalex.org/W3002242435","https://openalex.org/W3174959153","https://openalex.org/W3188333027","https://openalex.org/W4220894394","https://openalex.org/W4224983774","https://openalex.org/W4313124901","https://openalex.org/W4321497840","https://openalex.org/W6757992480","https://openalex.org/W6788752245","https://openalex.org/W6794556873"],"related_works":["https://openalex.org/W3029497955","https://openalex.org/W2033550741","https://openalex.org/W2960228290","https://openalex.org/W630264576","https://openalex.org/W1491001619","https://openalex.org/W4241280300","https://openalex.org/W362809262","https://openalex.org/W2920739593","https://openalex.org/W2546280231","https://openalex.org/W3123583794"],"abstract_inverted_index":{"Dyslexia":[0],"is":[1,34],"a":[2,221],"neurological":[3],"condition,":[4],"that":[5,20,73],"involves":[6],"cognitive":[7],"challenges":[8],"in":[9,32,204],"processing":[10],"written":[11],"languages,":[12],"impacting":[13],"reading,":[14],"writing":[15],"and":[16,53,88,93,135,148,170,180,200],"spelling":[17],"abilities.":[18],"Given":[19],"it":[21,110],"affects":[22],"over":[23,145],"10%":[24],"of":[25,30,45,64,107,119,158,172,226],"global":[26],"population,":[27],"early":[28,105,224],"detection":[29,106,225],"dyslexia":[31,108],"children":[33],"crucial.":[35],"This":[36],"research":[37,190],"proposes":[38],"an":[39],"automated":[40],"system":[41],"leveraging":[42],"multiple":[43],"modalities":[44],"data":[46,67,76],"including":[47,156],"Electroencephalography":[48],"(EEG),":[49],"Eye":[50],"Tracking":[51],"(ET)":[52],"Handwriting":[54],"Text":[55],"images":[56],"(HTI)":[57],"for":[58,70,104,185,223],"enhanced":[59],"generalizability.":[60],"After":[61],"rigorous":[62],"preprocessing":[63],"data,":[65],"clean":[66],"were":[68,183],"used":[69],"feature":[71],"extraction":[72],"led":[74],"to":[75],"splitting.":[77],"For":[78],"broader":[79],"understanding,":[80],"this":[81,189],"study":[82],"employed":[83],"both":[84],"Machine":[85],"Learning":[86,90,202],"(ML)":[87],"Deep":[89],"(DL)":[91],"architectures":[92],"analyses":[94],"the":[95,192,206,214],"outcome.":[96],"A":[97],"hybrid":[98,216],"CNN-BiLSTM":[99,215],"DL":[100,149],"model":[101,141,194,208,217],"was":[102,163,218],"proposed":[103,140,193,207,219],"as":[109,220],"showcased":[111],"remarkable":[112],"performance":[113],"across":[114],"all":[115],"modalities,":[116],"attaining":[117],"accuracies":[118],"${9":[120],"6.":[121],"5":[122],"7{\\%},":[123],"9":[124,128],"7.":[125],"6":[126],"2{\\%},":[127],"5.":[129],"8":[130],"1{\\%}}$":[131],"on":[132],"EEG,":[133],"ET":[134],"HTI":[136],"dataset":[137],"respectively.":[138],"The":[139,161],"secured":[142],"its":[143,210],"superiority":[144],"traditional":[146],"ML":[147],"models":[150],"after":[151],"thorough":[152],"hyper":[153],"parameter":[154],"tuning,":[155],"assessment":[157],"various":[159,196],"optimizers.":[160],"robustness":[162],"validated":[164],"through":[165],"cross":[166],"validation":[167],"with":[168],"multiple-folds":[169],"inspection":[171],"Receiver":[173],"Operating":[174],"Characteristic":[175],"(ROC)":[176],"curves,":[177],"Confusion":[178],"Matrix":[179],"Accuracy-Loss":[181],"curves":[182],"accomplished":[184],"meticulous":[186],"evaluation.":[187],"Furthermore,":[188],"compared":[191],"against":[195],"Late":[197],"fusion":[198],"techniques":[199],"Ensemble":[201],"techniques,":[203],"which":[205],"held":[209],"consistent":[211],"superiority.":[212],"Consequently,":[213],"tool":[222],"dyslexia.":[227]},"counts_by_year":[{"year":2025,"cited_by_count":3}],"updated_date":"2025-12-27T23:08:20.325037","created_date":"2025-10-10T00:00:00"}
