{"id":"https://openalex.org/W4312979326","doi":"https://doi.org/10.1109/ijcnn55064.2022.9892435","title":"MATN: Multi-model Attention Network for Gait Prediction from EEG","display_name":"MATN: Multi-model Attention Network for Gait Prediction from EEG","publication_year":2022,"publication_date":"2022-07-18","ids":{"openalex":"https://openalex.org/W4312979326","doi":"https://doi.org/10.1109/ijcnn55064.2022.9892435"},"language":"en","primary_location":{"id":"doi:10.1109/ijcnn55064.2022.9892435","is_oa":false,"landing_page_url":"https://doi.org/10.1109/ijcnn55064.2022.9892435","pdf_url":null,"source":{"id":"https://openalex.org/S4363607707","display_name":"2022 International Joint Conference on Neural Networks (IJCNN)","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":"conference"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2022 International Joint Conference on Neural Networks (IJCNN)","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/A5100625990","display_name":"Xi Fu","orcid":"https://orcid.org/0000-0001-9530-8478"},"institutions":[{"id":"https://openalex.org/I172675005","display_name":"Nanyang Technological University","ror":"https://ror.org/02e7b5302","country_code":"SG","type":"education","lineage":["https://openalex.org/I172675005"]}],"countries":["SG"],"is_corresponding":true,"raw_author_name":"Xi Fu","raw_affiliation_strings":["School of Computer Science and Engineering, Nanyang Technological University,Singapore","School of Computer Science and Engineering, Nanyang Technological University, Singapore"],"affiliations":[{"raw_affiliation_string":"School of Computer Science and Engineering, Nanyang Technological University,Singapore","institution_ids":["https://openalex.org/I172675005"]},{"raw_affiliation_string":"School of Computer Science and Engineering, Nanyang Technological University, Singapore","institution_ids":["https://openalex.org/I172675005"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5045300183","display_name":"Li-Ming Zhao","orcid":"https://orcid.org/0000-0002-1467-1230"},"institutions":[{"id":"https://openalex.org/I183067930","display_name":"Shanghai Jiao Tong University","ror":"https://ror.org/0220qvk04","country_code":"CN","type":"education","lineage":["https://openalex.org/I183067930"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Liming Zhao","raw_affiliation_strings":["Shanghai Jiao Tong University,Department of Computer Science and Engineering,Shanghai,China","Department of Computer Science and Engineering, Shanghai Jiao Tong University, Shanghai, China"],"affiliations":[{"raw_affiliation_string":"Shanghai Jiao Tong University,Department of Computer Science and Engineering,Shanghai,China","institution_ids":["https://openalex.org/I183067930"]},{"raw_affiliation_string":"Department of Computer Science and Engineering, Shanghai Jiao Tong University, Shanghai, China","institution_ids":["https://openalex.org/I183067930"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5031778999","display_name":"Cuntai Guan","orcid":"https://orcid.org/0000-0002-0872-3276"},"institutions":[{"id":"https://openalex.org/I172675005","display_name":"Nanyang Technological University","ror":"https://ror.org/02e7b5302","country_code":"SG","type":"education","lineage":["https://openalex.org/I172675005"]}],"countries":["SG"],"is_corresponding":false,"raw_author_name":"Cuntai Guan","raw_affiliation_strings":["School of Computer Science and Engineering, Nanyang Technological University,Singapore","School of Computer Science and Engineering, Nanyang Technological University, Singapore"],"affiliations":[{"raw_affiliation_string":"School of Computer Science and Engineering, Nanyang Technological University,Singapore","institution_ids":["https://openalex.org/I172675005"]},{"raw_affiliation_string":"School of Computer Science and Engineering, Nanyang Technological University, Singapore","institution_ids":["https://openalex.org/I172675005"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":3,"corresponding_author_ids":["https://openalex.org/A5100625990"],"corresponding_institution_ids":["https://openalex.org/I172675005"],"apc_list":null,"apc_paid":null,"fwci":0.8021,"has_fulltext":false,"cited_by_count":4,"citation_normalized_percentile":{"value":0.69014085,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":90,"max":96},"biblio":{"volume":null,"issue":null,"first_page":"1","last_page":"8"},"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/T11196","display_name":"Non-Invasive Vital Sign Monitoring","score":0.9951000213623047,"subfield":{"id":"https://openalex.org/subfields/2204","display_name":"Biomedical Engineering"},"field":{"id":"https://openalex.org/fields/22","display_name":"Engineering"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T11707","display_name":"Gaze Tracking and Assistive Technology","score":0.9945999979972839,"subfield":{"id":"https://openalex.org/subfields/1709","display_name":"Human-Computer Interaction"},"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/electroencephalography","display_name":"Electroencephalography","score":0.7589977979660034},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.7341777682304382},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.6240606307983398},{"id":"https://openalex.org/keywords/recurrent-neural-network","display_name":"Recurrent neural network","score":0.5183938145637512},{"id":"https://openalex.org/keywords/generality","display_name":"Generality","score":0.5080492496490479},{"id":"https://openalex.org/keywords/artificial-neural-network","display_name":"Artificial neural network","score":0.49895334243774414},{"id":"https://openalex.org/keywords/gait","display_name":"Gait","score":0.4748568534851074},{"id":"https://openalex.org/keywords/feature","display_name":"Feature (linguistics)","score":0.4743669927120209},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.43388262391090393},{"id":"https://openalex.org/keywords/encoding","display_name":"Encoding (memory)","score":0.4208929240703583},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.3915976881980896},{"id":"https://openalex.org/keywords/physical-medicine-and-rehabilitation","display_name":"Physical medicine and rehabilitation","score":0.2507309317588806},{"id":"https://openalex.org/keywords/psychology","display_name":"Psychology","score":0.1523904800415039}],"concepts":[{"id":"https://openalex.org/C522805319","wikidata":"https://www.wikidata.org/wiki/Q179965","display_name":"Electroencephalography","level":2,"score":0.7589977979660034},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7341777682304382},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.6240606307983398},{"id":"https://openalex.org/C147168706","wikidata":"https://www.wikidata.org/wiki/Q1457734","display_name":"Recurrent neural network","level":3,"score":0.5183938145637512},{"id":"https://openalex.org/C2780767217","wikidata":"https://www.wikidata.org/wiki/Q5532421","display_name":"Generality","level":2,"score":0.5080492496490479},{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.49895334243774414},{"id":"https://openalex.org/C151800584","wikidata":"https://www.wikidata.org/wiki/Q2370000","display_name":"Gait","level":2,"score":0.4748568534851074},{"id":"https://openalex.org/C2776401178","wikidata":"https://www.wikidata.org/wiki/Q12050496","display_name":"Feature (linguistics)","level":2,"score":0.4743669927120209},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.43388262391090393},{"id":"https://openalex.org/C125411270","wikidata":"https://www.wikidata.org/wiki/Q18653","display_name":"Encoding (memory)","level":2,"score":0.4208929240703583},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.3915976881980896},{"id":"https://openalex.org/C99508421","wikidata":"https://www.wikidata.org/wiki/Q2678675","display_name":"Physical medicine and rehabilitation","level":1,"score":0.2507309317588806},{"id":"https://openalex.org/C15744967","wikidata":"https://www.wikidata.org/wiki/Q9418","display_name":"Psychology","level":0,"score":0.1523904800415039},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.0},{"id":"https://openalex.org/C41895202","wikidata":"https://www.wikidata.org/wiki/Q8162","display_name":"Linguistics","level":1,"score":0.0},{"id":"https://openalex.org/C118552586","wikidata":"https://www.wikidata.org/wiki/Q7867","display_name":"Psychiatry","level":1,"score":0.0},{"id":"https://openalex.org/C542102704","wikidata":"https://www.wikidata.org/wiki/Q183257","display_name":"Psychotherapist","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/ijcnn55064.2022.9892435","is_oa":false,"landing_page_url":"https://doi.org/10.1109/ijcnn55064.2022.9892435","pdf_url":null,"source":{"id":"https://openalex.org/S4363607707","display_name":"2022 International Joint Conference on Neural Networks (IJCNN)","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":"conference"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2022 International Joint Conference on Neural Networks (IJCNN)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/4","display_name":"Quality Education","score":0.8100000023841858}],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":43,"referenced_works":["https://openalex.org/W1967570549","https://openalex.org/W1967993123","https://openalex.org/W1974270078","https://openalex.org/W1980695639","https://openalex.org/W1991149669","https://openalex.org/W2024991576","https://openalex.org/W2040590444","https://openalex.org/W2062939404","https://openalex.org/W2075647286","https://openalex.org/W2098844610","https://openalex.org/W2106006415","https://openalex.org/W2110863214","https://openalex.org/W2132360759","https://openalex.org/W2133561518","https://openalex.org/W2145947508","https://openalex.org/W2151345575","https://openalex.org/W2152987967","https://openalex.org/W2167575050","https://openalex.org/W2208862451","https://openalex.org/W2278113816","https://openalex.org/W2323851044","https://openalex.org/W2550553598","https://openalex.org/W2559463885","https://openalex.org/W2597655663","https://openalex.org/W2741907166","https://openalex.org/W2794345050","https://openalex.org/W2799867413","https://openalex.org/W2884160915","https://openalex.org/W2887425726","https://openalex.org/W2955058313","https://openalex.org/W2990809856","https://openalex.org/W3000231660","https://openalex.org/W3009082884","https://openalex.org/W3043677335","https://openalex.org/W3082414409","https://openalex.org/W3088256290","https://openalex.org/W3091553737","https://openalex.org/W3102455230","https://openalex.org/W4385245566","https://openalex.org/W6679555981","https://openalex.org/W6735377749","https://openalex.org/W6770244413","https://openalex.org/W6776303749"],"related_works":["https://openalex.org/W2045049461","https://openalex.org/W1978893398","https://openalex.org/W2201908702","https://openalex.org/W4381094582","https://openalex.org/W2369625323","https://openalex.org/W2364579609","https://openalex.org/W1977906818","https://openalex.org/W1522139108","https://openalex.org/W3031223029","https://openalex.org/W3167704465"],"abstract_inverted_index":{"Predicting":[0],"gait":[1],"trajectories":[2],"from":[3,39,107],"electroencephalography":[4],"(EEG)":[5],"is":[6,100],"useful":[7],"for":[8],"lower":[9],"limb":[10],"rehabilitation.":[11],"The":[12,98],"temporal":[13,79],"dynamics":[14],"of":[15,115,118],"EEG":[16,36,73],"pertaining":[17],"to":[18,61,75,83,153],"individual":[19],"subjects":[20],"while":[21],"they":[22],"are":[23,129],"walking":[24],"require":[25],"a":[26,93,137],"personalized":[27],"treatment":[28],"inside":[29],"the":[30,35,50,56,67,71,77,103,108,112,116,123,133,148],"deep":[31],"neural":[32],"network.":[33],"Also,":[34],"data":[37,85],"collected":[38],"different":[40],"sessions":[41],"or":[42],"days":[43],"may":[44],"exhibit":[45],"varied":[46,84],"distributions,":[47,86],"further":[48],"hindering":[49],"model":[51],"generality.":[52],"Therefore,":[53],"we":[54],"propose":[55],"Multi-model":[57],"ATtention":[58],"Network":[59],"(MATN)":[60],"address":[62],"these":[63],"issues.":[64],"MATN":[65,87,141],"exploits":[66],"self-attention":[68],"mechanism":[69],"on":[70,122,147],"spatio-temporal":[72],"encoding":[74],"learn":[76],"subject-specific":[78,138],"dynamics.":[80],"To":[81],"adapt":[82],"employs":[88],"knowledge":[89],"distillation,":[90],"which":[91],"includes":[92],"teacher":[94,110],"and":[95,111,127],"student":[96],"model.":[97],"latter":[99],"supervised":[101],"by":[102],"intermediate":[104],"feature":[105],"maps":[106],"trained":[109],"labels.":[113],"Experiments":[114],"regression":[117],"bilateral":[119],"joint":[120],"angles":[121],"legs":[124],"(hip,":[125],"knee,":[126],"ankle)":[128],"carried":[130],"out":[131],"using":[132],"MoBI":[134],"dataset":[135],"in":[136],"manner.":[139],"Our":[140],"achieves":[142],"more":[143],"than":[144],"18%":[145],"improvement":[146],"Pearson's":[149],"correlation":[150],"coefficient":[151],"compared":[152],"five":[154],"other":[155],"state-of-the-art":[156],"methods.":[157]},"counts_by_year":[{"year":2025,"cited_by_count":1},{"year":2024,"cited_by_count":1},{"year":2023,"cited_by_count":2}],"updated_date":"2026-01-13T01:12:25.745995","created_date":"2025-10-10T00:00:00"}
