{"id":"https://openalex.org/W4288064726","doi":"https://doi.org/10.1109/tnsre.2022.3194246","title":"Random Channel Masks for Regularization of Least Squares-Based Finger EMG-Force Modeling to Improve Cross-Day Performance","display_name":"Random Channel Masks for Regularization of Least Squares-Based Finger EMG-Force Modeling to Improve Cross-Day Performance","publication_year":2022,"publication_date":"2022-01-01","ids":{"openalex":"https://openalex.org/W4288064726","doi":"https://doi.org/10.1109/tnsre.2022.3194246","pmid":"https://pubmed.ncbi.nlm.nih.gov/35895640"},"language":"en","primary_location":{"id":"doi:10.1109/tnsre.2022.3194246","doi":"https://doi.org/10.1109/tnsre.2022.3194246","is_oa":true,"landing_page_url":"https://doi.org/10.1109/tnsre.2022.3194246","pdf_url":"https://ieeexplore.ieee.org/ielx7/7333/4359219/09841608.pdf","source":{"id":"https://openalex.org/S98183460","display_name":"IEEE Transactions on Neural Systems and Rehabilitation Engineering","issn_l":"1534-4320","issn":["1534-4320","1558-0210"],"is_oa":true,"is_in_doaj":true,"is_core":true,"listed_in":["cwts-core","doaj","dongbi-b","doyens","jufo-2","ki-jl-1","medline","norway-2","oarl","poland-140","russia-white-list-1","vabb-shw"],"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Transactions on Neural Systems and Rehabilitation Engineering","raw_type":"journal-article"},"volume":null,"type":"article","indexed_in":["crossref","doaj","pubmed"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://ieeexplore.ieee.org/ielx7/7333/4359219/09841608.pdf","any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5015221002","display_name":"Xinyu Jiang","orcid":"https://orcid.org/0000-0002-8518-1415","observed_orcids":["https://orcid.org/0000-0002-8518-1415","https://orcid.org/0009-0008-8324-5033"]},"institutions":[{"id":"https://openalex.org/I24943067","display_name":"Fudan University","ror":"https://ror.org/013q1eq08","country_code":"CN","type":"education","lineage":["https://openalex.org/I24943067"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Xinyu Jiang","raw_affiliation_strings":["Center for Intelligent Medical Electronics, School of Information Science and Technology, Fudan University, Shanghai, China","School of Information Science and Technology, Center for Intelligent Medical Electronics, Fudan University, Shanghai, China"],"raw_orcid":"https://orcid.org/0000-0002-8518-1415","affiliations":[{"raw_affiliation_string":"Center for Intelligent Medical Electronics, School of Information Science and Technology, Fudan University, Shanghai, China","institution_ids":["https://openalex.org/I24943067"]},{"raw_affiliation_string":"School of Information Science and Technology, Center for Intelligent Medical Electronics, Fudan University, Shanghai, China","institution_ids":["https://openalex.org/I24943067"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100331355","display_name":"Xiangyu Liu","orcid":"https://orcid.org/0000-0002-1549-8927","observed_orcids":["https://orcid.org/0000-0002-1549-8927"]},"institutions":[{"id":"https://openalex.org/I148128674","display_name":"University of Shanghai for Science and Technology","ror":"https://ror.org/00ay9v204","country_code":"CN","type":"education","lineage":["https://openalex.org/I148128674"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Xiangyu Liu","raw_affiliation_strings":["College of Communication and Art Design, University of Shanghai for Science and Technology, Shanghai, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"College of Communication and Art Design, University of Shanghai for Science and Technology, Shanghai, China","institution_ids":["https://openalex.org/I148128674"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5009024629","display_name":"Jiahao Fan","orcid":"https://orcid.org/0000-0003-0514-1323","observed_orcids":["https://orcid.org/0000-0003-0514-1323"]},"institutions":[{"id":"https://openalex.org/I24943067","display_name":"Fudan University","ror":"https://ror.org/013q1eq08","country_code":"CN","type":"education","lineage":["https://openalex.org/I24943067"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Jiahao Fan","raw_affiliation_strings":["Center for Intelligent Medical Electronics, School of Information Science and Technology, Fudan University, Shanghai, China","School of Information Science and Technology, Center for Intelligent Medical Electronics, Fudan University, Shanghai, China"],"raw_orcid":"https://orcid.org/0000-0003-0514-1323","affiliations":[{"raw_affiliation_string":"Center for Intelligent Medical Electronics, School of Information Science and Technology, Fudan University, Shanghai, China","institution_ids":["https://openalex.org/I24943067"]},{"raw_affiliation_string":"School of Information Science and Technology, Center for Intelligent Medical Electronics, Fudan University, Shanghai, China","institution_ids":["https://openalex.org/I24943067"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5076568602","display_name":"Chenyun Dai","orcid":"https://orcid.org/0000-0002-3056-4339","observed_orcids":["https://orcid.org/0000-0002-3056-4339"]},"institutions":[{"id":"https://openalex.org/I24943067","display_name":"Fudan University","ror":"https://ror.org/013q1eq08","country_code":"CN","type":"education","lineage":["https://openalex.org/I24943067"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Chenyun Dai","raw_affiliation_strings":["Center for Intelligent Medical Electronics, School of Information Science and Technology, Fudan University, Shanghai, China","School of Information Science and Technology, Center for Intelligent Medical Electronics, Fudan University, Shanghai, China"],"raw_orcid":"https://orcid.org/0000-0002-3056-4339","affiliations":[{"raw_affiliation_string":"Center for Intelligent Medical Electronics, School of Information Science and Technology, Fudan University, Shanghai, China","institution_ids":["https://openalex.org/I24943067"]},{"raw_affiliation_string":"School of Information Science and Technology, Center for Intelligent Medical Electronics, Fudan University, Shanghai, China","institution_ids":["https://openalex.org/I24943067"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5083490677","display_name":"Edward A. Clancy","orcid":"https://orcid.org/0000-0002-0729-2523","observed_orcids":["https://orcid.org/0000-0002-0729-2523"]},"institutions":[{"id":"https://openalex.org/I107077323","display_name":"Worcester Polytechnic Institute","ror":"https://ror.org/05ejpqr48","country_code":"US","type":"education","lineage":["https://openalex.org/I107077323"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Edward A. Clancy","raw_affiliation_strings":["Department of Electrical and Computer Engineering, Worcester Polytechnic Institute, Worcester, MA, USA"],"raw_orcid":"https://orcid.org/0000-0002-0729-2523","affiliations":[{"raw_affiliation_string":"Department of Electrical and Computer Engineering, Worcester Polytechnic Institute, Worcester, MA, USA","institution_ids":["https://openalex.org/I107077323"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5100344582","display_name":"Wei Chen","orcid":"https://orcid.org/0000-0003-3720-718X","observed_orcids":["https://orcid.org/0000-0003-3720-718X","https://orcid.org/0009-0003-6498-0829"]},"institutions":[{"id":"https://openalex.org/I24943067","display_name":"Fudan University","ror":"https://ror.org/013q1eq08","country_code":"CN","type":"education","lineage":["https://openalex.org/I24943067"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Wei Chen","raw_affiliation_strings":["Center for Intelligent Medical Electronics, School of Information Science and Technology, Fudan University, Shanghai, China","School of Information Science and Technology, Center for Intelligent Medical Electronics, Fudan University, Shanghai, China"],"raw_orcid":"https://orcid.org/0000-0003-3720-718X","affiliations":[{"raw_affiliation_string":"Center for Intelligent Medical Electronics, School of Information Science and Technology, Fudan University, Shanghai, China","institution_ids":["https://openalex.org/I24943067"]},{"raw_affiliation_string":"School of Information Science and Technology, Center for Intelligent Medical Electronics, Fudan University, Shanghai, China","institution_ids":["https://openalex.org/I24943067"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":3,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":{"value":1850,"currency":"USD","value_usd":1850},"apc_paid":{"value":1850,"currency":"USD","value_usd":1850},"fwci":0.9437,"has_fulltext":true,"cited_by_count":14,"citation_normalized_percentile":{"value":0.68571362,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":93,"max":99},"biblio":{"volume":"30","issue":null,"first_page":"2157","last_page":"2167"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10784","display_name":"Muscle activation and electromyography studies","score":0.9984999895095825,"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"}},"topics":[{"id":"https://openalex.org/T10784","display_name":"Muscle activation and electromyography studies","score":0.9984999895095825,"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/T10667","display_name":"Emotion and Mood Recognition","score":9.999999747378752e-05,"subfield":{"id":"https://openalex.org/subfields/3205","display_name":"Experimental and Cognitive Psychology"},"field":{"id":"https://openalex.org/fields/32","display_name":"Psychology"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},{"id":"https://openalex.org/T10429","display_name":"EEG and Brain-Computer Interfaces","score":9.999999747378752e-05,"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/surface-electromyography","display_name":"surface electromyography","score":0.972000002861023},{"id":"https://openalex.org/keywords/high-density-semg","display_name":"high-density sEMG","score":0.953000009059906},{"id":"https://openalex.org/keywords/model-regularization","display_name":"model regularization","score":0.6919999718666077},{"id":"https://openalex.org/keywords/transfer-learning","display_name":"transfer learning","score":0.6539999842643738},{"id":"https://openalex.org/keywords/overfitting","display_name":"overfitting","score":0.7570000290870667},{"id":"https://openalex.org/keywords/human-machine-interaction","display_name":"human-machine interaction","score":0.7670000195503235}],"concepts":[{"id":"https://openalex.org/C125112378","wikidata":"https://www.wikidata.org/wiki/Q176640","display_name":"Randomness","level":2,"score":0.6693828105926514},{"id":"https://openalex.org/C22019652","wikidata":"https://www.wikidata.org/wiki/Q331309","display_name":"Overfitting","level":3,"score":0.656649649143219},{"id":"https://openalex.org/C2776135515","wikidata":"https://www.wikidata.org/wiki/Q17143721","display_name":"Regularization (linguistics)","level":2,"score":0.6470105648040771},{"id":"https://openalex.org/C150899416","wikidata":"https://www.wikidata.org/wiki/Q1820378","display_name":"Transfer of learning","level":2,"score":0.5802229046821594},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.580104649066925},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.5120015740394592},{"id":"https://openalex.org/C523889960","wikidata":"https://www.wikidata.org/wiki/Q160695","display_name":"Torso","level":2,"score":0.4898976683616638},{"id":"https://openalex.org/C27181475","wikidata":"https://www.wikidata.org/wiki/Q541014","display_name":"Cross-validation","level":2,"score":0.4606814980506897},{"id":"https://openalex.org/C127162648","wikidata":"https://www.wikidata.org/wiki/Q16858953","display_name":"Channel (broadcasting)","level":2,"score":0.45213714241981506},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.44375577569007874},{"id":"https://openalex.org/C2776401178","wikidata":"https://www.wikidata.org/wiki/Q12050496","display_name":"Feature (linguistics)","level":2,"score":0.44065260887145996},{"id":"https://openalex.org/C152442038","wikidata":"https://www.wikidata.org/wiki/Q2778212","display_name":"Tikhonov regularization","level":3,"score":0.4322557747364044},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.30945152044296265},{"id":"https://openalex.org/C135252773","wikidata":"https://www.wikidata.org/wiki/Q1567213","display_name":"Inverse problem","level":2,"score":0.27255120873451233},{"id":"https://openalex.org/C105795698","wikidata":"https://www.wikidata.org/wiki/Q12483","display_name":"Statistics","level":1,"score":0.19553786516189575},{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.11912932991981506},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.0},{"id":"https://openalex.org/C134306372","wikidata":"https://www.wikidata.org/wiki/Q7754","display_name":"Mathematical analysis","level":1,"score":0.0},{"id":"https://openalex.org/C31258907","wikidata":"https://www.wikidata.org/wiki/Q1301371","display_name":"Computer network","level":1,"score":0.0},{"id":"https://openalex.org/C105702510","wikidata":"https://www.wikidata.org/wiki/Q514","display_name":"Anatomy","level":1,"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/C138885662","wikidata":"https://www.wikidata.org/wiki/Q5891","display_name":"Philosophy","level":0,"score":0.0}],"mesh":[{"descriptor_ui":"D000465","descriptor_name":"Algorithms","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D004576","descriptor_name":"Electromyography","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":false},{"descriptor_ui":"D005385","descriptor_name":"Fingers","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D006801","descriptor_name":"Humans","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D016018","descriptor_name":"Least-Squares Analysis","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false}],"locations_count":3,"locations":[{"id":"doi:10.1109/tnsre.2022.3194246","doi":"https://doi.org/10.1109/tnsre.2022.3194246","is_oa":true,"landing_page_url":"https://doi.org/10.1109/tnsre.2022.3194246","pdf_url":"https://ieeexplore.ieee.org/ielx7/7333/4359219/09841608.pdf","source":{"id":"https://openalex.org/S98183460","display_name":"IEEE Transactions on Neural Systems and Rehabilitation Engineering","issn_l":"1534-4320","issn":["1534-4320","1558-0210"],"is_oa":true,"is_in_doaj":true,"is_core":true,"listed_in":["cwts-core","doaj","dongbi-b","doyens","jufo-2","ki-jl-1","medline","norway-2","oarl","poland-140","russia-white-list-1","vabb-shw"],"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Transactions on Neural Systems and Rehabilitation Engineering","raw_type":"journal-article"},{"id":"pmid:35895640","doi":null,"is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/35895640","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,"listed_in":[],"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":"IEEE transactions on neural systems and rehabilitation engineering : a publication of the IEEE Engineering in Medicine and Biology Society","raw_type":"Journal Article"},{"id":"pmh:oai:doaj.org/article:3d9a8a145cbb477db0f729bfd7150d43","doi":null,"is_oa":false,"landing_page_url":"https://doaj.org/article/3d9a8a145cbb477db0f729bfd7150d43","pdf_url":null,"source":{"id":"https://openalex.org/S4306401280","display_name":"DOAJ (DOAJ: Directory of Open Access Journals)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"IEEE Transactions on Neural Systems and Rehabilitation Engineering, Vol 30, Pp 2157-2167 (2022)","raw_type":"article"}],"best_oa_location":{"id":"doi:10.1109/tnsre.2022.3194246","doi":"https://doi.org/10.1109/tnsre.2022.3194246","is_oa":true,"landing_page_url":"https://doi.org/10.1109/tnsre.2022.3194246","pdf_url":"https://ieeexplore.ieee.org/ielx7/7333/4359219/09841608.pdf","source":{"id":"https://openalex.org/S98183460","display_name":"IEEE Transactions on Neural Systems and Rehabilitation Engineering","issn_l":"1534-4320","issn":["1534-4320","1558-0210"],"is_oa":true,"is_in_doaj":true,"is_core":true,"listed_in":["cwts-core","doaj","dongbi-b","doyens","jufo-2","ki-jl-1","medline","norway-2","oarl","poland-140","russia-white-list-1","vabb-shw"],"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Transactions on Neural Systems and Rehabilitation Engineering","raw_type":"journal-article"},"sustainable_development_goals":[{"display_name":"Good health and well-being","score":0.504800021648407,"id":"https://metadata.un.org/sdg/3"}],"study_designs":[],"awards":[{"id":"https://openalex.org/G1285985561","display_name":"\u57fa\u4e8e\u975e\u4fb5\u5165\u5f0f\u8fd0\u52a8\u795e\u7ecf\u5143\u89e3\u7801\u5b9e\u73b0\u667a\u80fd\u4eff\u751f\u624b\u7075\u5de7\u8fd0\u52a8\u63a7\u5236 \u7684\u7814\u7a76","funder_award_id":"20ZR1403400","funder_id":"https://openalex.org/F4320309612","funder_display_name":"Natural Science Foundation of Shanghai"},{"id":"https://openalex.org/G2807402430","display_name":null,"funder_award_id":"62001122","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"}],"funders":[{"id":"https://openalex.org/F4320309612","display_name":"Natural Science Foundation of Shanghai","ror":null},{"id":"https://openalex.org/F4320321001","display_name":"National Natural Science Foundation of China","ror":"https://ror.org/01h0zpd94"}],"has_content":{"pdf":true,"grobid_xml":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4288064726.pdf","grobid_xml":"https://content.openalex.org/works/W4288064726.grobid-xml"},"referenced_works_count":28,"referenced_works":["https://openalex.org/W304676660","https://openalex.org/W2014880272","https://openalex.org/W2065468017","https://openalex.org/W2066810881","https://openalex.org/W2089468765","https://openalex.org/W2094823398","https://openalex.org/W2095705004","https://openalex.org/W2119008936","https://openalex.org/W2123565204","https://openalex.org/W2159579247","https://openalex.org/W2418845879","https://openalex.org/W2524986768","https://openalex.org/W2563508321","https://openalex.org/W2804325092","https://openalex.org/W2887983676","https://openalex.org/W2913308533","https://openalex.org/W2955232259","https://openalex.org/W2965160935","https://openalex.org/W2992031722","https://openalex.org/W2993401738","https://openalex.org/W3024311329","https://openalex.org/W3036606560","https://openalex.org/W3091371329","https://openalex.org/W3139585756","https://openalex.org/W3162159851","https://openalex.org/W3211130117","https://openalex.org/W4285146467","https://openalex.org/W4285222931"],"related_works":["https://openalex.org/W4407316935","https://openalex.org/W7165171615","https://openalex.org/W7205012602","https://openalex.org/W7133304417","https://openalex.org/W4285146467","https://openalex.org/W4405489014","https://openalex.org/W4404304604","https://openalex.org/W2992031722","https://openalex.org/W6992337704","https://openalex.org/W3097845925"],"abstract_inverted_index":{"Estimating":[0],"the":[1,32,59,66,76,123,150,153,179,213,224],"finger":[2,92],"forces":[3,93],"from":[4,143,171],"surface":[5],"electromyography":[6],"(sEMG)":[7],"is":[8,149],"essential":[9],"for":[10,62],"diverse":[11],"applications":[12],"(e.g.,":[13],"human-machine":[14],"interfacing).":[15],"The":[16,119],"performance":[17,230],"of":[18,36,78,112,122,163],"pre-trained":[19],"sEMG-force":[20],"models":[21,200],"degenerates":[22],"significantly":[23,227],"when":[24],"applied":[25,103],"on":[26,58,81,96,169],"a":[27,160,172,191,202],"second":[28,60],"day,":[29],"due":[30],"to":[31,46,109,178,223],"large":[33],"cross-day":[34,198,232],"variation":[35],"sEMG":[37,87],"characteristics.":[38],"Previous":[39],"studies":[40],"mainly":[41],"employed":[42,189],"transfer":[43,51],"learning":[44,52,142,170],"algorithms":[45,53],"tackle":[47],"this":[48,72,82],"problem.":[49],"However,":[50],"normally":[54],"require":[55,201],"data":[56],"collected":[57,95],"day":[61],"model":[63,79,154,185,216,229],"calibration,":[64],"increasing":[65],"inconvenience":[67],"in":[68,116,131,231],"practical":[69],"use.":[70],"In":[71,210],"work,":[73],"we":[74],"investigated":[75],"effect":[77],"regularization":[80,186],"issue.":[83],"Specifically,":[84],"256-channel":[85],"high-density":[86],"(HDsEMG)":[88],"signals":[89],"with":[90,194,207,212],"varying":[91],"were":[94,126],"different":[97],"days":[98,100],"(3-25":[99],"apart).":[101],"We":[102,138],"randomly":[104,113,128,144],"generated":[105,127],"channel":[106,120,221],"perturbations":[107],"(\"masks\")":[108],"feature":[110,146],"maps":[111,147],"selected":[114],"channels":[115],"training":[117,124,225],"dataset.":[118],"masks":[121,222],"set":[125,226],"and":[129],"independently":[130],"each":[132],"narrow":[133],"time":[134],"window":[135],"(~20":[136],"ms).":[137],"assumed":[139],"that":[140,197],"by":[141,159],"masked":[145],"(randomness":[148],"central":[151],"aspect),":[152],"would":[155,166],"not":[156],"be":[157,167],"biased":[158],"small":[161],"number":[162],"features":[164],"but":[165],"based":[168],"global":[173],"perspective,":[174],"therefore":[175],"avoiding":[176],"overfitting":[177],"within-day":[180,208],"EMG":[181],"patterns.":[182],"Moore-Penrose":[183,214],"inverse":[184,215],"was":[187],"also":[188],"as":[190],"baseline":[192],"method,":[193],"results":[195],"showing":[196],"EMG-force":[199],"higher":[203],"tolerance":[204],"parameter":[205],"compared":[206],"applications.":[209],"combination":[211],"regularization,":[217],"further":[218],"applying":[219],"random":[220],"improved":[228],"validation.":[233]},"counts_by_year":[{"year":2026,"cited_by_count":1},{"year":2025,"cited_by_count":2},{"year":2024,"cited_by_count":9},{"year":2023,"cited_by_count":2}],"updated_date":"2026-10-31T12:09:11.096373","created_date":"2022-07-28T00:00:00"}
