{"id":"https://openalex.org/W4414216756","doi":"https://doi.org/10.1007/s42979-025-04338-x","title":"Hybrid Deep Learning Models for Accurate EEG-Based Cognitive State Classification","display_name":"Hybrid Deep Learning Models for Accurate EEG-Based Cognitive State Classification","publication_year":2025,"publication_date":"2025-09-08","ids":{"openalex":"https://openalex.org/W4414216756","doi":"https://doi.org/10.1007/s42979-025-04338-x"},"language":"en","primary_location":{"id":"doi:10.1007/s42979-025-04338-x","is_oa":false,"landing_page_url":"https://doi.org/10.1007/s42979-025-04338-x","pdf_url":null,"source":{"id":"https://openalex.org/S4210174798","display_name":"SN Computer Science","issn_l":"2661-8907","issn":["2661-8907","2662-995X"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319965","host_organization_name":"Springer Nature","host_organization_lineage":["https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Nature"],"type":"journal"},"license":"public-domain","license_id":"https://openalex.org/licenses/public-domain","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"SN Computer Science","raw_type":"journal-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/A5062673180","display_name":"Priya Nandihal","orcid":"https://orcid.org/0000-0002-0383-3249"},"institutions":[{"id":"https://openalex.org/I65674248","display_name":"Visvesvaraya Technological University","ror":"https://ror.org/00ha14p11","country_code":"IN","type":"education","lineage":["https://openalex.org/I65674248"]}],"countries":["IN"],"is_corresponding":false,"raw_author_name":"Priya Nandihal","raw_affiliation_strings":["Department of Engineering and Technology, S-Vyasa School of Advanced Studies, S-Vyasa University, Sattva Global City, Bangalore, Karnataka, India"],"affiliations":[{"raw_affiliation_string":"Department of Engineering and Technology, S-Vyasa School of Advanced Studies, S-Vyasa University, Sattva Global City, Bangalore, Karnataka, India","institution_ids":["https://openalex.org/I65674248"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100680948","display_name":"Sudhir Kumar","orcid":"https://orcid.org/0000-0002-9918-8212"},"institutions":[{"id":"https://openalex.org/I51317819","display_name":"Institute of Medical Sciences","ror":"https://ror.org/04y75dx46","country_code":"IN","type":"education","lineage":["https://openalex.org/I51317819","https://openalex.org/I91357014"]}],"countries":["IN"],"is_corresponding":false,"raw_author_name":"S. B. Manoj Kumar","raw_affiliation_strings":["Department of ECE, BGS Institute of Technology, Adichunchanagiri University, B G Nagara, Nagamangala, Karnataka, India"],"affiliations":[{"raw_affiliation_string":"Department of ECE, BGS Institute of Technology, Adichunchanagiri University, B G Nagara, Nagamangala, Karnataka, India","institution_ids":["https://openalex.org/I51317819"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5079265350","display_name":"J. Rajeshwari","orcid":null},"institutions":[{"id":"https://openalex.org/I8977528","display_name":"Dr. Hari Singh Gour University","ror":"https://ror.org/01xapxe37","country_code":"IN","type":"education","lineage":["https://openalex.org/I8977528"]}],"countries":["IN"],"is_corresponding":false,"raw_author_name":"J. Rajeshwari","raw_affiliation_strings":["Department of ISE, Dayananda Sagar College of Engineering, Bangalore, Karnataka, India"],"affiliations":[{"raw_affiliation_string":"Department of ISE, Dayananda Sagar College of Engineering, Bangalore, Karnataka, India","institution_ids":["https://openalex.org/I8977528"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5065056747","display_name":"M Nagesh","orcid":null},"institutions":[{"id":"https://openalex.org/I4210105737","display_name":"Atmiya University","ror":"https://ror.org/01cj5hx77","country_code":"IN","type":"education","lineage":["https://openalex.org/I4210105737"]}],"countries":["IN"],"is_corresponding":false,"raw_author_name":"M. S. Nagesh","raw_affiliation_strings":["Department of Electronics & Communication Engineering, ATME College of Engineering, Mysuru, Karnataka, India"],"affiliations":[{"raw_affiliation_string":"Department of Electronics & Communication Engineering, ATME College of Engineering, Mysuru, Karnataka, India","institution_ids":["https://openalex.org/I4210105737"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5109725144","display_name":"Komal Kumar","orcid":"https://orcid.org/0000-0002-9165-9390"},"institutions":[{"id":"https://openalex.org/I157674215","display_name":"Presidency University","ror":"https://ror.org/04xgbph11","country_code":"IN","type":"education","lineage":["https://openalex.org/I157674215"]}],"countries":["IN"],"is_corresponding":false,"raw_author_name":"K. L. Santhosh Kumar","raw_affiliation_strings":["School of Computer Science & Engineering, Presidency University, Bengaluru, Karnataka, India"],"affiliations":[{"raw_affiliation_string":"School of Computer Science & Engineering, Presidency University, Bengaluru, Karnataka, India","institution_ids":["https://openalex.org/I157674215"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5004711023","display_name":"B R Madhu","orcid":null},"institutions":[{"id":"https://openalex.org/I4210129991","display_name":"Mathrusri Ramabai Ambedkar Dental College & Hospital","ror":"https://ror.org/02xay1410","country_code":"IN","type":"education","lineage":["https://openalex.org/I4210129991"]}],"countries":["IN"],"is_corresponding":false,"raw_author_name":"B. Madhu","raw_affiliation_strings":["Department of CSE, Dr Ambedkar Institute of Technology, Bengaluru, Karnataka, India"],"affiliations":[{"raw_affiliation_string":"Department of CSE, Dr Ambedkar Institute of Technology, Bengaluru, Karnataka, India","institution_ids":["https://openalex.org/I4210129991"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5070210138","display_name":"K. N. Bharath","orcid":null},"institutions":[{"id":"https://openalex.org/I8977528","display_name":"Dr. Hari Singh Gour University","ror":"https://ror.org/01xapxe37","country_code":"IN","type":"education","lineage":["https://openalex.org/I8977528"]}],"countries":["IN"],"is_corresponding":true,"raw_author_name":"K. N. Bharath","raw_affiliation_strings":["Department of ECE, Dayananda Sagar Academy of Technology and Management (DSATM), Bangalore, Karnataka, India"],"affiliations":[{"raw_affiliation_string":"Department of ECE, Dayananda Sagar Academy of Technology and Management (DSATM), Bangalore, Karnataka, India","institution_ids":["https://openalex.org/I8977528"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":7,"corresponding_author_ids":["https://openalex.org/A5070210138"],"corresponding_institution_ids":["https://openalex.org/I8977528"],"apc_list":{"value":2290,"currency":"EUR","value_usd":2890},"apc_paid":null,"fwci":4.6153,"has_fulltext":false,"cited_by_count":3,"citation_normalized_percentile":{"value":0.95102419,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":95,"max":99},"biblio":{"volume":"6","issue":"7","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":0.9998000264167786,"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":0.9998000264167786,"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":0.972000002861023,"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/T10581","display_name":"Neural dynamics and brain function","score":0.9717000126838684,"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/deep-learning","display_name":"Deep learning","score":0.7443000078201294},{"id":"https://openalex.org/keywords/cognition","display_name":"Cognition","score":0.6098999977111816},{"id":"https://openalex.org/keywords/task","display_name":"Task (project management)","score":0.4819999933242798},{"id":"https://openalex.org/keywords/electroencephalography","display_name":"Electroencephalography","score":0.46790000796318054},{"id":"https://openalex.org/keywords/task-analysis","display_name":"Task analysis","score":0.42879998683929443},{"id":"https://openalex.org/keywords/cognitive-architecture","display_name":"Cognitive architecture","score":0.3885999917984009},{"id":"https://openalex.org/keywords/artificial-neural-network","display_name":"Artificial neural network","score":0.38679999113082886},{"id":"https://openalex.org/keywords/multi-task-learning","display_name":"Multi-task learning","score":0.3684999942779541}],"concepts":[{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.7534000277519226},{"id":"https://openalex.org/C108583219","wikidata":"https://www.wikidata.org/wiki/Q197536","display_name":"Deep learning","level":2,"score":0.7443000078201294},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.708899974822998},{"id":"https://openalex.org/C169900460","wikidata":"https://www.wikidata.org/wiki/Q2200417","display_name":"Cognition","level":2,"score":0.6098999977111816},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.5824999809265137},{"id":"https://openalex.org/C2780451532","wikidata":"https://www.wikidata.org/wiki/Q759676","display_name":"Task (project management)","level":2,"score":0.4819999933242798},{"id":"https://openalex.org/C522805319","wikidata":"https://www.wikidata.org/wiki/Q179965","display_name":"Electroencephalography","level":2,"score":0.46790000796318054},{"id":"https://openalex.org/C175154964","wikidata":"https://www.wikidata.org/wiki/Q380077","display_name":"Task analysis","level":3,"score":0.42879998683929443},{"id":"https://openalex.org/C20854674","wikidata":"https://www.wikidata.org/wiki/Q4386060","display_name":"Cognitive architecture","level":3,"score":0.3885999917984009},{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.38679999113082886},{"id":"https://openalex.org/C28006648","wikidata":"https://www.wikidata.org/wiki/Q6934509","display_name":"Multi-task learning","level":3,"score":0.3684999942779541},{"id":"https://openalex.org/C2778476105","wikidata":"https://www.wikidata.org/wiki/Q628539","display_name":"Workload","level":2,"score":0.3521000146865845},{"id":"https://openalex.org/C119653847","wikidata":"https://www.wikidata.org/wiki/Q1327780","display_name":"Elementary cognitive task","level":3,"score":0.34549999237060547},{"id":"https://openalex.org/C2776401178","wikidata":"https://www.wikidata.org/wiki/Q12050496","display_name":"Feature (linguistics)","level":2,"score":0.335999995470047},{"id":"https://openalex.org/C2984842247","wikidata":"https://www.wikidata.org/wiki/Q197536","display_name":"Deep neural networks","level":3,"score":0.32030001282691956},{"id":"https://openalex.org/C168167062","wikidata":"https://www.wikidata.org/wiki/Q1117970","display_name":"Component (thermodynamics)","level":2,"score":0.3142000138759613},{"id":"https://openalex.org/C2780226545","wikidata":"https://www.wikidata.org/wiki/Q6888030","display_name":"Modality (human\u2013computer interaction)","level":2,"score":0.31279999017715454},{"id":"https://openalex.org/C2434490","wikidata":"https://www.wikidata.org/wiki/Q1306920","display_name":"Neurofeedback","level":3,"score":0.3124000132083893},{"id":"https://openalex.org/C161407221","wikidata":"https://www.wikidata.org/wiki/Q4382939","display_name":"Cognitive model","level":3,"score":0.30970001220703125},{"id":"https://openalex.org/C12725497","wikidata":"https://www.wikidata.org/wiki/Q810247","display_name":"Baseline (sea)","level":2,"score":0.27129998803138733},{"id":"https://openalex.org/C48103436","wikidata":"https://www.wikidata.org/wiki/Q599031","display_name":"State (computer science)","level":2,"score":0.26170000433921814},{"id":"https://openalex.org/C52622490","wikidata":"https://www.wikidata.org/wiki/Q1026626","display_name":"Feature extraction","level":2,"score":0.26159998774528503},{"id":"https://openalex.org/C189950617","wikidata":"https://www.wikidata.org/wiki/Q937228","display_name":"Property (philosophy)","level":2,"score":0.2533999979496002}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1007/s42979-025-04338-x","is_oa":false,"landing_page_url":"https://doi.org/10.1007/s42979-025-04338-x","pdf_url":null,"source":{"id":"https://openalex.org/S4210174798","display_name":"SN Computer Science","issn_l":"2661-8907","issn":["2661-8907","2662-995X"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319965","host_organization_name":"Springer Nature","host_organization_lineage":["https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Nature"],"type":"journal"},"license":"public-domain","license_id":"https://openalex.org/licenses/public-domain","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"SN Computer Science","raw_type":"journal-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":41,"referenced_works":["https://openalex.org/W2883597459","https://openalex.org/W2915893085","https://openalex.org/W2955221632","https://openalex.org/W2955569539","https://openalex.org/W2958750483","https://openalex.org/W2963287333","https://openalex.org/W2963355311","https://openalex.org/W2974734894","https://openalex.org/W2992553843","https://openalex.org/W3157567810","https://openalex.org/W3157576828","https://openalex.org/W3202487354","https://openalex.org/W3205288591","https://openalex.org/W3205574134","https://openalex.org/W4361186137","https://openalex.org/W4367163945","https://openalex.org/W4379382344","https://openalex.org/W4382564288","https://openalex.org/W4385695168","https://openalex.org/W4388142366","https://openalex.org/W4388240351","https://openalex.org/W4392878050","https://openalex.org/W4396679434","https://openalex.org/W4396712424","https://openalex.org/W4396938726","https://openalex.org/W4399681122","https://openalex.org/W4400270871","https://openalex.org/W4400410908","https://openalex.org/W4401227806","https://openalex.org/W4401839846","https://openalex.org/W4404037126","https://openalex.org/W4406356783","https://openalex.org/W4406417688","https://openalex.org/W4407705385","https://openalex.org/W4408986068","https://openalex.org/W4409725642","https://openalex.org/W4410160585","https://openalex.org/W4410540087","https://openalex.org/W4410637469","https://openalex.org/W4411650809","https://openalex.org/W4411929750"],"related_works":[],"abstract_inverted_index":null,"counts_by_year":[{"year":2026,"cited_by_count":1},{"year":2025,"cited_by_count":2}],"updated_date":"2025-12-21T01:58:51.020947","created_date":"2025-10-10T00:00:00"}
