{"id":"https://openalex.org/W4405491906","doi":"https://doi.org/10.1109/embc53108.2024.10781846","title":"Towards Optimising EEG Decoding using Post-hoc Explanations and Domain Knowledge","display_name":"Towards Optimising EEG Decoding using Post-hoc Explanations and Domain Knowledge","publication_year":2024,"publication_date":"2024-07-15","ids":{"openalex":"https://openalex.org/W4405491906","doi":"https://doi.org/10.1109/embc53108.2024.10781846","pmid":"https://pubmed.ncbi.nlm.nih.gov/40039119"},"language":"en","primary_location":{"id":"doi:10.1109/embc53108.2024.10781846","is_oa":false,"landing_page_url":"https://doi.org/10.1109/embc53108.2024.10781846","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2024 46th Annual International Conference of the IEEE Engineering in Medicine and Biology Society (EMBC)","raw_type":"proceedings-article"},"type":"conference-paper","indexed_in":["crossref","pubmed"],"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/A5057658284","display_name":"Param Rajpura","orcid":"https://orcid.org/0000-0003-3021-9313"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Param Rajpura","raw_affiliation_strings":["IIT,Human-AI Interaction (HAIx) Lab,Gandhinagar,India"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"IIT,Human-AI Interaction (HAIx) Lab,Gandhinagar,India","institution_ids":[]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5103034205","display_name":"Yogesh Kumar Meena","orcid":"https://orcid.org/0000-0003-3429-8426"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Yogesh Kumar Meena","raw_affiliation_strings":["IIT,Human-AI Interaction (HAIx) Lab,Gandhinagar,India"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"IIT,Human-AI Interaction (HAIx) Lab,Gandhinagar,India","institution_ids":[]}]}],"institutions":[],"countries_distinct_count":0,"institutions_distinct_count":0,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":2.4546,"has_fulltext":false,"cited_by_count":4,"citation_normalized_percentile":{"value":0.90426553,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":90,"max":98},"biblio":{"volume":"2024","issue":null,"first_page":"1","last_page":"5"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10429","display_name":"EEG and Brain-Computer Interfaces","score":0.9998999834060669,"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":0.9998999834060669,"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/T11021","display_name":"ECG Monitoring and Analysis","score":0.9983999729156494,"subfield":{"id":"https://openalex.org/subfields/2705","display_name":"Cardiology and Cardiovascular Medicine"},"field":{"id":"https://openalex.org/fields/27","display_name":"Medicine"},"domain":{"id":"https://openalex.org/domains/4","display_name":"Health Sciences"}},{"id":"https://openalex.org/T10241","display_name":"Functional Brain Connectivity Studies","score":0.9854999780654907,"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/decoding-methods","display_name":"Decoding methods","score":0.7863762378692627},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.7126983404159546},{"id":"https://openalex.org/keywords/electroencephalography","display_name":"Electroencephalography","score":0.6329229474067688},{"id":"https://openalex.org/keywords/domain","display_name":"Domain (mathematical analysis)","score":0.42039579153060913},{"id":"https://openalex.org/keywords/speech-recognition","display_name":"Speech recognition","score":0.3658698797225952},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.3246133327484131},{"id":"https://openalex.org/keywords/psychology","display_name":"Psychology","score":0.16751918196678162},{"id":"https://openalex.org/keywords/telecommunications","display_name":"Telecommunications","score":0.12259212136268616},{"id":"https://openalex.org/keywords/neuroscience","display_name":"Neuroscience","score":0.11006316542625427},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.06849527359008789}],"concepts":[{"id":"https://openalex.org/C57273362","wikidata":"https://www.wikidata.org/wiki/Q576722","display_name":"Decoding methods","level":2,"score":0.7863762378692627},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7126983404159546},{"id":"https://openalex.org/C522805319","wikidata":"https://www.wikidata.org/wiki/Q179965","display_name":"Electroencephalography","level":2,"score":0.6329229474067688},{"id":"https://openalex.org/C36503486","wikidata":"https://www.wikidata.org/wiki/Q11235244","display_name":"Domain (mathematical analysis)","level":2,"score":0.42039579153060913},{"id":"https://openalex.org/C28490314","wikidata":"https://www.wikidata.org/wiki/Q189436","display_name":"Speech recognition","level":1,"score":0.3658698797225952},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.3246133327484131},{"id":"https://openalex.org/C15744967","wikidata":"https://www.wikidata.org/wiki/Q9418","display_name":"Psychology","level":0,"score":0.16751918196678162},{"id":"https://openalex.org/C76155785","wikidata":"https://www.wikidata.org/wiki/Q418","display_name":"Telecommunications","level":1,"score":0.12259212136268616},{"id":"https://openalex.org/C169760540","wikidata":"https://www.wikidata.org/wiki/Q207011","display_name":"Neuroscience","level":1,"score":0.11006316542625427},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.06849527359008789},{"id":"https://openalex.org/C134306372","wikidata":"https://www.wikidata.org/wiki/Q7754","display_name":"Mathematical analysis","level":1,"score":0.0}],"mesh":[{"descriptor_ui":"D004569","descriptor_name":"Electroencephalography","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D004569","descriptor_name":"Electroencephalography","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D004569","descriptor_name":"Electroencephalography","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":true},{"descriptor_ui":"D006801","descriptor_name":"Humans","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D006801","descriptor_name":"Humans","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D006801","descriptor_name":"Humans","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D008959","descriptor_name":"Models, Neurological","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D008959","descriptor_name":"Models, Neurological","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D012815","descriptor_name":"Signal Processing, Computer-Assisted","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D054928","descriptor_name":"Validation Studies as Topic","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D054928","descriptor_name":"Validation Studies as Topic","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D062207","descriptor_name":"Brain-Computer Interfaces","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D062207","descriptor_name":"Brain-Computer Interfaces","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D062207","descriptor_name":"Brain-Computer Interfaces","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true}],"locations_count":2,"locations":[{"id":"doi:10.1109/embc53108.2024.10781846","is_oa":false,"landing_page_url":"https://doi.org/10.1109/embc53108.2024.10781846","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2024 46th Annual International Conference of the IEEE Engineering in Medicine and Biology Society (EMBC)","raw_type":"proceedings-article"},{"id":"pmid:40039119","is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/40039119","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,"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":"Annual International Conference of the IEEE Engineering in Medicine and Biology Society. IEEE Engineering in Medicine and Biology Society. Annual International Conference","raw_type":"Journal Article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[{"id":"https://openalex.org/F4320318581","display_name":"Indian Institute of Technology Gandhinagar","ror":"https://ror.org/0036p5w23"}],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":26,"referenced_works":["https://openalex.org/W1547702425","https://openalex.org/W1982830383","https://openalex.org/W2011793125","https://openalex.org/W2106006415","https://openalex.org/W2151669316","https://openalex.org/W2157331283","https://openalex.org/W2179439929","https://openalex.org/W2270175220","https://openalex.org/W2516809705","https://openalex.org/W2836333270","https://openalex.org/W2915893085","https://openalex.org/W2958089299","https://openalex.org/W2962858109","https://openalex.org/W2963355311","https://openalex.org/W3000978293","https://openalex.org/W3083155260","https://openalex.org/W4226065182","https://openalex.org/W4236857047","https://openalex.org/W4312597583","https://openalex.org/W4321793859","https://openalex.org/W4386989268","https://openalex.org/W4387730411","https://openalex.org/W4398786193","https://openalex.org/W4400861571","https://openalex.org/W6690918625","https://openalex.org/W6762562549"],"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/W4312960290","https://openalex.org/W2049513647","https://openalex.org/W2988848585","https://openalex.org/W4233722919","https://openalex.org/W4323929055"],"abstract_inverted_index":{"Decoding":[0],"Electoencephalography":[1],"(EEG)":[2],"during":[3],"motor":[4,84],"imagery":[5],"is":[6],"pivotal":[7],"for":[8,35,137,163,198],"the":[9,25,33,53,76,82,113,134,165,176,186],"Brain-Computer":[10],"Interface":[11],"(BCI)":[12],"system,":[13],"influencing":[14],"its":[15],"overall":[16],"performance":[17,102,193],"significantly.":[18],"As":[19],"end-to-end":[20],"data-driven":[21],"learning":[22],"methods":[23],"advance,":[24],"challenge":[26],"lies":[27],"in":[28,42,171,181],"balancing":[29],"model":[30,57,67,106,120,169],"complexity":[31],"with":[32,122,153],"need":[34],"human":[36],"interpretability":[37],"and":[38,48,69,103,200],"trust.":[39],"Despite":[40],"strides":[41],"EEG-based":[43],"BCIs,":[44],"challenges":[45],"like":[46],"artefacts":[47],"low":[49],"signal-to-noise":[50],"ratio":[51],"emphasise":[52],"ongoing":[54],"importance":[55],"of":[56,112,131,168,178,189],"transparency.":[58],"This":[59,146],"work":[60,88,147],"proposes":[61],"using":[62,108],"post-hoc":[63,78],"explanations":[64],"to":[65,99],"interpret":[66],"outcomes":[68,170],"validate":[70],"them":[71],"against":[72],"domain":[73],"knowledge.":[74],"Leveraging":[75],"GradCAM":[77],"explanation":[79],"technique":[80],"on":[81,93,143,192],"EEG":[83,110],"movement/imagery":[85],"dataset,":[86],"this":[87],"demonstrates":[89,148],"that":[90,149],"relying":[91,191],"solely":[92],"accuracy":[94],"metrics":[95,194],"may":[96],"be":[97],"inadequate":[98],"ensure":[100],"BCI":[101,183],"acceptability.":[104],"A":[105],"trained":[107,121],"all":[109],"channels":[111],"dataset":[114],"achieves":[115],"72.60%":[116],"accuracy,":[117],"while":[118],"a":[119,127,160],"motor-imagery/movement-relevant":[123],"channel":[124],"data":[125],"has":[126],"statistically":[128],"insignificant":[129],"decrease":[130],"1.75%.":[132],"However,":[133],"relevant":[135],"features":[136],"both":[138],"are":[139],"very":[140],"different":[141],"based":[142],"neurophysiological":[144,166,179],"facts.":[145],"integrating":[150],"domain-specific":[151],"knowledge":[152],"Explainable":[154],"AI":[155],"(XAI)":[156],"techniques":[157],"emerges":[158],"as":[159],"promising":[161],"paradigm":[162],"validating":[164],"basis":[167],"BCIs.":[172,202],"Our":[173],"results":[174],"reveal":[175],"significance":[177],"validation":[180],"evaluating":[182],"performance,":[184],"highlighting":[185],"potential":[187],"risks":[188],"exclusively":[190],"when":[195],"selecting":[196],"models":[197],"dependable":[199],"transparent":[201]},"counts_by_year":[{"year":2026,"cited_by_count":2},{"year":2025,"cited_by_count":1},{"year":2024,"cited_by_count":1}],"updated_date":"2026-08-21T09:56:20.448147","created_date":"2025-10-10T00:00:00"}
