{"id":"https://openalex.org/W4386942695","doi":"https://doi.org/10.48550/arxiv.2309.10910","title":"Amplifying Pathological Detection in EEG Signaling Pathways through Cross-Dataset Transfer Learning","display_name":"Amplifying Pathological Detection in EEG Signaling Pathways through Cross-Dataset Transfer Learning","publication_year":2023,"publication_date":"2023-09-19","ids":{"openalex":"https://openalex.org/W4386942695","doi":"https://doi.org/10.48550/arxiv.2309.10910"},"language":"en","primary_location":{"id":"pmh:oai:arXiv.org:2309.10910","is_oa":true,"landing_page_url":"http://arxiv.org/abs/2309.10910","pdf_url":"https://arxiv.org/pdf/2309.10910","source":{"id":"https://openalex.org/S4306400194","display_name":"arXiv (Cornell University)","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I205783295","host_organization_name":"Cornell University","host_organization_lineage":["https://openalex.org/I205783295"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"text"},"type":"preprint","indexed_in":["arxiv","datacite"],"open_access":{"is_oa":true,"oa_status":"green","oa_url":"https://arxiv.org/pdf/2309.10910","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5083407428","display_name":"Mohammad-Javad Darvishi-Bayazi","orcid":"https://orcid.org/0000-0002-3251-8491"},"institutions":[{"id":"https://openalex.org/I4210156609","display_name":"L'Alliance Boviteq","ror":"https://ror.org/05asf4e91","country_code":"CA","type":"facility","lineage":["https://openalex.org/I4210156609"]},{"id":"https://openalex.org/I4210164802","display_name":"Mila - Quebec Artificial Intelligence Institute","ror":"https://ror.org/05c22rx21","country_code":"CA","type":"facility","lineage":["https://openalex.org/I4210164802"]},{"id":"https://openalex.org/I70931966","display_name":"Universit\u00e9 de Montr\u00e9al","ror":"https://ror.org/0161xgx34","country_code":"CA","type":"education","lineage":["https://openalex.org/I70931966"]}],"countries":["CA"],"is_corresponding":true,"raw_author_name":"Darvishi-Bayazi, Mohammad-Javad","raw_affiliation_strings":["Faubert Lab, Montr\u00e9al, QC, Canada","Mila, Qu\u00e9bec AI Institute, Montr\u00e9al, QC, Canada","Universit\u00e9 de Montr\u00e9al, Montr\u00e9al, QC, Canada"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Faubert Lab, Montr\u00e9al, QC, Canada","institution_ids":["https://openalex.org/I4210156609"]},{"raw_affiliation_string":"Mila, Qu\u00e9bec AI Institute, Montr\u00e9al, QC, Canada","institution_ids":["https://openalex.org/I4210164802"]},{"raw_affiliation_string":"Universit\u00e9 de Montr\u00e9al, Montr\u00e9al, QC, Canada","institution_ids":["https://openalex.org/I70931966"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5083445218","display_name":"Mohammad Sajjad Ghaemi","orcid":"https://orcid.org/0000-0003-4742-0726"},"institutions":[{"id":"https://openalex.org/I4210159778","display_name":"National Research Council Canada","ror":"https://ror.org/04mte1k06","country_code":"CA","type":"government","lineage":["https://openalex.org/I4210159778"]}],"countries":["CA"],"is_corresponding":false,"raw_author_name":"Ghaemi, Mohammad Sajjad","raw_affiliation_strings":["National Research Council Canada, Toronto, ON, Canada"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"National Research Council Canada, Toronto, ON, Canada","institution_ids":["https://openalex.org/I4210159778"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5006026661","display_name":"Timoth\u00e9e Lesort","orcid":"https://orcid.org/0000-0002-8669-0764"},"institutions":[{"id":"https://openalex.org/I4210164802","display_name":"Mila - Quebec Artificial Intelligence Institute","ror":"https://ror.org/05c22rx21","country_code":"CA","type":"facility","lineage":["https://openalex.org/I4210164802"]},{"id":"https://openalex.org/I70931966","display_name":"Universit\u00e9 de Montr\u00e9al","ror":"https://ror.org/0161xgx34","country_code":"CA","type":"education","lineage":["https://openalex.org/I70931966"]}],"countries":["CA"],"is_corresponding":false,"raw_author_name":"Lesort, Timothee","raw_affiliation_strings":["Universit\u00e9 de Montr\u00e9al, Montr\u00e9al, QC, Canada","Mila, Qu\u00e9bec AI Institute, Montr\u00e9al, QC, Canada"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Universit\u00e9 de Montr\u00e9al, Montr\u00e9al, QC, Canada","institution_ids":["https://openalex.org/I70931966"]},{"raw_affiliation_string":"Mila, Qu\u00e9bec AI Institute, Montr\u00e9al, QC, Canada","institution_ids":["https://openalex.org/I4210164802"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5026961254","display_name":"Md Rifat Arefin","orcid":"https://orcid.org/0000-0002-6433-6764"},"institutions":[{"id":"https://openalex.org/I4210164802","display_name":"Mila - Quebec Artificial Intelligence Institute","ror":"https://ror.org/05c22rx21","country_code":"CA","type":"facility","lineage":["https://openalex.org/I4210164802"]},{"id":"https://openalex.org/I70931966","display_name":"Universit\u00e9 de Montr\u00e9al","ror":"https://ror.org/0161xgx34","country_code":"CA","type":"education","lineage":["https://openalex.org/I70931966"]}],"countries":["CA"],"is_corresponding":false,"raw_author_name":"Arefin, Md Rifat","raw_affiliation_strings":["Universit\u00e9 de Montr\u00e9al, Montr\u00e9al, QC, Canada","Mila, Qu\u00e9bec AI Institute, Montr\u00e9al, QC, Canada"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Universit\u00e9 de Montr\u00e9al, Montr\u00e9al, QC, Canada","institution_ids":["https://openalex.org/I70931966"]},{"raw_affiliation_string":"Mila, Qu\u00e9bec AI Institute, Montr\u00e9al, QC, Canada","institution_ids":["https://openalex.org/I4210164802"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5065332787","display_name":"Jocelyn Faubert","orcid":"https://orcid.org/0000-0003-1359-9828"},"institutions":[{"id":"https://openalex.org/I4210156609","display_name":"L'Alliance Boviteq","ror":"https://ror.org/05asf4e91","country_code":"CA","type":"facility","lineage":["https://openalex.org/I4210156609"]},{"id":"https://openalex.org/I70931966","display_name":"Universit\u00e9 de Montr\u00e9al","ror":"https://ror.org/0161xgx34","country_code":"CA","type":"education","lineage":["https://openalex.org/I70931966"]}],"countries":["CA"],"is_corresponding":false,"raw_author_name":"Faubert, Jocelyn","raw_affiliation_strings":["Faubert Lab, Montr\u00e9al, QC, Canada","Universit\u00e9 de Montr\u00e9al, Montr\u00e9al, QC, Canada"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Faubert Lab, Montr\u00e9al, QC, Canada","institution_ids":["https://openalex.org/I4210156609"]},{"raw_affiliation_string":"Universit\u00e9 de Montr\u00e9al, Montr\u00e9al, QC, Canada","institution_ids":["https://openalex.org/I70931966"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5055430458","display_name":"Irina Rish","orcid":"https://orcid.org/0000-0001-6856-5057"},"institutions":[{"id":"https://openalex.org/I4210164802","display_name":"Mila - Quebec Artificial Intelligence Institute","ror":"https://ror.org/05c22rx21","country_code":"CA","type":"facility","lineage":["https://openalex.org/I4210164802"]},{"id":"https://openalex.org/I70931966","display_name":"Universit\u00e9 de Montr\u00e9al","ror":"https://ror.org/0161xgx34","country_code":"CA","type":"education","lineage":["https://openalex.org/I70931966"]}],"countries":["CA"],"is_corresponding":false,"raw_author_name":"Rish, Irina","raw_affiliation_strings":["Universit\u00e9 de Montr\u00e9al, Montr\u00e9al, QC, Canada","Mila, Qu\u00e9bec AI Institute, Montr\u00e9al, QC, Canada"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Universit\u00e9 de Montr\u00e9al, Montr\u00e9al, QC, Canada","institution_ids":["https://openalex.org/I70931966"]},{"raw_affiliation_string":"Mila, Qu\u00e9bec AI Institute, Montr\u00e9al, QC, Canada","institution_ids":["https://openalex.org/I4210164802"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":4,"corresponding_author_ids":["https://openalex.org/A5083407428"],"corresponding_institution_ids":["https://openalex.org/I4210156609","https://openalex.org/I4210164802","https://openalex.org/I70931966"],"apc_list":null,"apc_paid":null,"fwci":null,"has_fulltext":true,"cited_by_count":2,"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/T12702","display_name":"Brain Tumor Detection and Classification","score":0.9994999766349792,"subfield":{"id":"https://openalex.org/subfields/2808","display_name":"Neurology"},"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/T12702","display_name":"Brain Tumor Detection and Classification","score":0.9994999766349792,"subfield":{"id":"https://openalex.org/subfields/2808","display_name":"Neurology"},"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/T10429","display_name":"EEG and Brain-Computer Interfaces","score":0.9980000257492065,"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":0.978600025177002,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/transfer-of-learning","display_name":"Transfer of learning","score":0.8109605312347412},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.7596980333328247},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.6708481907844543},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.6558536291122437},{"id":"https://openalex.org/keywords/task","display_name":"Task (project management)","score":0.5659067630767822},{"id":"https://openalex.org/keywords/spurious-relationship","display_name":"Spurious relationship","score":0.48399877548217773},{"id":"https://openalex.org/keywords/software-deployment","display_name":"Software deployment","score":0.44295015931129456},{"id":"https://openalex.org/keywords/key","display_name":"Key (lock)","score":0.4291728138923645}],"concepts":[{"id":"https://openalex.org/C150899416","wikidata":"https://www.wikidata.org/wiki/Q1820378","display_name":"Transfer of learning","level":2,"score":0.8109605312347412},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7596980333328247},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.6708481907844543},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.6558536291122437},{"id":"https://openalex.org/C2780451532","wikidata":"https://www.wikidata.org/wiki/Q759676","display_name":"Task (project management)","level":2,"score":0.5659067630767822},{"id":"https://openalex.org/C97256817","wikidata":"https://www.wikidata.org/wiki/Q1462316","display_name":"Spurious relationship","level":2,"score":0.48399877548217773},{"id":"https://openalex.org/C105339364","wikidata":"https://www.wikidata.org/wiki/Q2297740","display_name":"Software deployment","level":2,"score":0.44295015931129456},{"id":"https://openalex.org/C26517878","wikidata":"https://www.wikidata.org/wiki/Q228039","display_name":"Key (lock)","level":2,"score":0.4291728138923645},{"id":"https://openalex.org/C187736073","wikidata":"https://www.wikidata.org/wiki/Q2920921","display_name":"Management","level":1,"score":0.0},{"id":"https://openalex.org/C111919701","wikidata":"https://www.wikidata.org/wiki/Q9135","display_name":"Operating system","level":1,"score":0.0},{"id":"https://openalex.org/C38652104","wikidata":"https://www.wikidata.org/wiki/Q3510521","display_name":"Computer security","level":1,"score":0.0},{"id":"https://openalex.org/C162324750","wikidata":"https://www.wikidata.org/wiki/Q8134","display_name":"Economics","level":0,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"id":"pmh:oai:arXiv.org:2309.10910","is_oa":true,"landing_page_url":"http://arxiv.org/abs/2309.10910","pdf_url":"https://arxiv.org/pdf/2309.10910","source":{"id":"https://openalex.org/S4306400194","display_name":"arXiv (Cornell University)","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I205783295","host_organization_name":"Cornell University","host_organization_lineage":["https://openalex.org/I205783295"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"text"},{"id":"doi:10.48550/arxiv.2309.10910","is_oa":true,"landing_page_url":"https://doi.org/10.48550/arxiv.2309.10910","pdf_url":null,"source":{"id":"https://openalex.org/S4306400194","display_name":"arXiv (Cornell University)","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I205783295","host_organization_name":"Cornell University","host_organization_lineage":["https://openalex.org/I205783295"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":null,"is_accepted":false,"is_published":null,"raw_source_name":null,"raw_type":"article-journal"}],"best_oa_location":{"id":"pmh:oai:arXiv.org:2309.10910","is_oa":true,"landing_page_url":"http://arxiv.org/abs/2309.10910","pdf_url":"https://arxiv.org/pdf/2309.10910","source":{"id":"https://openalex.org/S4306400194","display_name":"arXiv (Cornell University)","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I205783295","host_organization_name":"Cornell University","host_organization_lineage":["https://openalex.org/I205783295"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"text"},"sustainable_development_goals":[],"awards":[],"funders":[{"id":"https://openalex.org/F4320309949","display_name":"Canadian Institute for Advanced Research","ror":"https://ror.org/01sdtdd95"},{"id":"https://openalex.org/F4320314000","display_name":"Compute Canada","ror":"https://ror.org/03ty8yr27"},{"id":"https://openalex.org/F4320321481","display_name":"Canada Excellence Research Chairs, Government of Canada","ror":"https://ror.org/02tvrwm90"},{"id":"https://openalex.org/F4320334593","display_name":"Natural Sciences and Engineering Research Council of Canada","ror":"https://ror.org/01h531d29"},{"id":"https://openalex.org/F4320334601","display_name":"National Research Council Canada","ror":"https://ror.org/04mte1k06"}],"has_content":{"grobid_xml":false,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4386942695.pdf"},"referenced_works_count":30,"referenced_works":["https://openalex.org/W2345279893","https://openalex.org/W2741907166","https://openalex.org/W2799657112","https://openalex.org/W2885311373","https://openalex.org/W2898843852","https://openalex.org/W2908510526","https://openalex.org/W2942810103","https://openalex.org/W2963026768","https://openalex.org/W2963263347","https://openalex.org/W2963355311","https://openalex.org/W3006385477","https://openalex.org/W3080221164","https://openalex.org/W3090425814","https://openalex.org/W3102455230","https://openalex.org/W3126220825","https://openalex.org/W3165814049","https://openalex.org/W4200389064","https://openalex.org/W4206740747","https://openalex.org/W4283079223","https://openalex.org/W4283325963","https://openalex.org/W4285787204","https://openalex.org/W4287728573","https://openalex.org/W4308049129","https://openalex.org/W4308834535","https://openalex.org/W4311404181","https://openalex.org/W4321599303","https://openalex.org/W4361002798","https://openalex.org/W4382196087","https://openalex.org/W4382403009","https://openalex.org/W4385336486"],"related_works":["https://openalex.org/W3113091479","https://openalex.org/W2162899405","https://openalex.org/W941090075","https://openalex.org/W2044987316","https://openalex.org/W3134374554","https://openalex.org/W2237480245","https://openalex.org/W2075065631","https://openalex.org/W2519167559","https://openalex.org/W4288358396","https://openalex.org/W4386113923"],"abstract_inverted_index":{"Pathology":[0],"diagnosis":[1],"based":[2],"on":[3,167,202,214],"EEG":[4],"signals":[5],"and":[6,24,34,83,103,106,126,137,149,153,195,216,221],"decoding":[7],"brain":[8],"activity":[9],"holds":[10],"immense":[11],"importance":[12],"in":[13,60,160],"understanding":[14],"neurological":[15],"disorders.":[16],"With":[17],"the":[18,28,78,99,121,131,139,161,164,168,174,177],"advancement":[19],"of":[20,56,67,75,81,101,133,141,163,185],"artificial":[21],"intelligence":[22],"methods":[23],"machine":[25,42],"learning":[26,43,85,217],"techniques,":[27],"potential":[29,150],"for":[30,123],"accurate":[31],"data-driven":[32],"diagnoses":[33],"effective":[35],"treatments":[36],"has":[37],"grown":[38],"significantly.":[39],"However,":[40],"applying":[41],"algorithms":[44],"to":[45,72,97,145],"real-world":[46,93],"datasets":[47,171],"presents":[48],"diverse":[49,222],"challenges":[50,132],"at":[51],"multiple":[52],"levels.":[53],"The":[54],"scarcity":[55],"labelled":[57,186],"data,":[58],"especially":[59],"low":[61,183],"regime":[62],"scenarios":[63],"with":[64],"limited":[65],"availability":[66],"real":[68],"patient":[69],"cohorts":[70],"due":[71],"high":[73],"costs":[74],"recruitment,":[76],"underscores":[77],"vital":[79],"deployment":[80],"scaling":[82,105],"transfer":[84,136,215],"techniques.":[86],"In":[87],"this":[88],"study,":[89],"we":[90,112,129],"explore":[91],"a":[92,182,193,203,207,219],"pathology":[94],"classification":[95],"task":[96],"highlight":[98],"effectiveness":[100],"data":[102,118,187],"model":[104,166,197,209],"cross-dataset":[107],"knowledge":[108,175],"transfer.":[109,156],"As":[110],"such,":[111],"observe":[113],"varying":[114],"performance":[115,162],"improvements":[116],"through":[117],"scaling,":[119],"indicating":[120],"need":[122],"careful":[124],"evaluation":[125],"labelling.":[127],"Additionally,":[128],"identify":[130],"possible":[134],"negative":[135],"emphasize":[138],"significance":[140],"some":[142],"key":[143],"components":[144],"overcome":[146],"distribution":[147],"shifts":[148],"spurious":[151],"correlations":[152],"achieve":[154],"positive":[155],"We":[157],"see":[158],"improvement":[159],"target":[165,169],"(NMT)":[170],"by":[172],"using":[173],"from":[176,218],"source":[178],"dataset":[179],"(TUAB)":[180],"when":[181],"amount":[184],"was":[188],"available.":[189],"Our":[190],"findings":[191],"indicate":[192],"small":[194],"generic":[196],"(e.g.":[198,210],"ShallowNet)":[199],"performs":[200,212],"well":[201],"single":[204],"dataset,":[205],"however,":[206],"larger":[208,220],"TCN)":[211],"better":[213],"dataset.":[223]},"counts_by_year":[{"year":2024,"cited_by_count":2}],"updated_date":"2026-07-10T07:45:09.275182","created_date":"2025-10-10T00:00:00"}