{"id":"https://openalex.org/W2754329167","doi":"https://doi.org/10.1109/embc.2017.8036796","title":"Multiscale decoding for reliable brain-machine interface performance over time","display_name":"Multiscale decoding for reliable brain-machine interface performance over time","publication_year":2017,"publication_date":"2017-07-01","ids":{"openalex":"https://openalex.org/W2754329167","doi":"https://doi.org/10.1109/embc.2017.8036796","mag":"2754329167","pmid":"https://pubmed.ncbi.nlm.nih.gov/29059844"},"language":"en","primary_location":{"id":"doi:10.1109/embc.2017.8036796","is_oa":false,"landing_page_url":"https://doi.org/10.1109/embc.2017.8036796","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2017 39th 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/A5060589308","display_name":"Han-Lin Hsieh","orcid":"https://orcid.org/0000-0002-6373-703X"},"institutions":[{"id":"https://openalex.org/I1174212","display_name":"University of Southern California","ror":"https://ror.org/03taz7m60","country_code":"US","type":"education","lineage":["https://openalex.org/I1174212"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Han-Lin Hsieh","raw_affiliation_strings":["Department of Electrical Engineering, University of Southern California, Los Angeles, CA, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Electrical Engineering, University of Southern California, Los Angeles, CA, USA","institution_ids":["https://openalex.org/I1174212"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5091261710","display_name":"Yan T. Wong","orcid":"https://orcid.org/0000-0002-5281-8221"},"institutions":[{"id":"https://openalex.org/I56590836","display_name":"Monash University","ror":"https://ror.org/02bfwt286","country_code":"AU","type":"education","lineage":["https://openalex.org/I56590836"]}],"countries":["AU"],"is_corresponding":false,"raw_author_name":"Yan T. Wong","raw_affiliation_strings":["Department of Physiology, and Electrical and Computer Systems Engineering, Monash University, VIC, Australia"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Physiology, and Electrical and Computer Systems Engineering, Monash University, VIC, Australia","institution_ids":["https://openalex.org/I56590836"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5073297747","display_name":"Bijan Pesaran","orcid":"https://orcid.org/0000-0003-4116-0038"},"institutions":[{"id":"https://openalex.org/I57206974","display_name":"New York University","ror":"https://ror.org/0190ak572","country_code":"US","type":"education","lineage":["https://openalex.org/I57206974"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Bijan Pesaran","raw_affiliation_strings":["Center for Neural Sciences, New York University, New York, NY, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Center for Neural Sciences, New York University, New York, NY, USA","institution_ids":["https://openalex.org/I57206974"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5062569186","display_name":"Maryam M. Shanechi","orcid":"https://orcid.org/0000-0002-0544-7720"},"institutions":[{"id":"https://openalex.org/I1174212","display_name":"University of Southern California","ror":"https://ror.org/03taz7m60","country_code":"US","type":"education","lineage":["https://openalex.org/I1174212"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Maryam M. Shanechi","raw_affiliation_strings":["Department of Electrical Engineering, University of Southern California, Los Angeles, CA, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Electrical Engineering, University of Southern California, Los Angeles, CA, USA","institution_ids":["https://openalex.org/I1174212"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":3,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":null,"has_fulltext":false,"cited_by_count":5,"citation_normalized_percentile":null,"cited_by_percentile_year":null,"biblio":{"volume":"2017","issue":null,"first_page":"197","last_page":"200"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10429","display_name":"EEG and Brain-Computer Interfaces","score":1.0,"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":1.0,"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/T11601","display_name":"Neuroscience and Neural Engineering","score":0.9998999834060669,"subfield":{"id":"https://openalex.org/subfields/2804","display_name":"Cellular and Molecular 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":0.9993000030517578,"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/computer-science","display_name":"Computer science","score":0.757789134979248},{"id":"https://openalex.org/keywords/local-field-potential","display_name":"Local field potential","score":0.7267429232597351},{"id":"https://openalex.org/keywords/millisecond","display_name":"Millisecond","score":0.7085913419723511},{"id":"https://openalex.org/keywords/decoding-methods","display_name":"Decoding methods","score":0.6699713468551636},{"id":"https://openalex.org/keywords/robustness","display_name":"Robustness (evolution)","score":0.6232089400291443},{"id":"https://openalex.org/keywords/brain\u2013computer-interface","display_name":"Brain\u2013computer interface","score":0.606412410736084},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.35515373945236206},{"id":"https://openalex.org/keywords/electroencephalography","display_name":"Electroencephalography","score":0.25878435373306274},{"id":"https://openalex.org/keywords/neuroscience","display_name":"Neuroscience","score":0.17126509547233582},{"id":"https://openalex.org/keywords/algorithm","display_name":"Algorithm","score":0.11760213971138},{"id":"https://openalex.org/keywords/physics","display_name":"Physics","score":0.08322203159332275}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.757789134979248},{"id":"https://openalex.org/C117838684","wikidata":"https://www.wikidata.org/wiki/Q533483","display_name":"Local field potential","level":2,"score":0.7267429232597351},{"id":"https://openalex.org/C60327585","wikidata":"https://www.wikidata.org/wiki/Q723733","display_name":"Millisecond","level":2,"score":0.7085913419723511},{"id":"https://openalex.org/C57273362","wikidata":"https://www.wikidata.org/wiki/Q576722","display_name":"Decoding methods","level":2,"score":0.6699713468551636},{"id":"https://openalex.org/C63479239","wikidata":"https://www.wikidata.org/wiki/Q7353546","display_name":"Robustness (evolution)","level":3,"score":0.6232089400291443},{"id":"https://openalex.org/C173201364","wikidata":"https://www.wikidata.org/wiki/Q897410","display_name":"Brain\u2013computer interface","level":3,"score":0.606412410736084},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.35515373945236206},{"id":"https://openalex.org/C522805319","wikidata":"https://www.wikidata.org/wiki/Q179965","display_name":"Electroencephalography","level":2,"score":0.25878435373306274},{"id":"https://openalex.org/C169760540","wikidata":"https://www.wikidata.org/wiki/Q207011","display_name":"Neuroscience","level":1,"score":0.17126509547233582},{"id":"https://openalex.org/C11413529","wikidata":"https://www.wikidata.org/wiki/Q8366","display_name":"Algorithm","level":1,"score":0.11760213971138},{"id":"https://openalex.org/C121332964","wikidata":"https://www.wikidata.org/wiki/Q413","display_name":"Physics","level":0,"score":0.08322203159332275},{"id":"https://openalex.org/C1276947","wikidata":"https://www.wikidata.org/wiki/Q333","display_name":"Astronomy","level":1,"score":0.0},{"id":"https://openalex.org/C86803240","wikidata":"https://www.wikidata.org/wiki/Q420","display_name":"Biology","level":0,"score":0.0},{"id":"https://openalex.org/C55493867","wikidata":"https://www.wikidata.org/wiki/Q7094","display_name":"Biochemistry","level":1,"score":0.0},{"id":"https://openalex.org/C185592680","wikidata":"https://www.wikidata.org/wiki/Q2329","display_name":"Chemistry","level":0,"score":0.0},{"id":"https://openalex.org/C104317684","wikidata":"https://www.wikidata.org/wiki/Q7187","display_name":"Gene","level":2,"score":0.0}],"mesh":[{"descriptor_ui":"D000200","descriptor_name":"Action Potentials","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000200","descriptor_name":"Action Potentials","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000200","descriptor_name":"Action Potentials","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000818","descriptor_name":"Animals","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000818","descriptor_name":"Animals","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000818","descriptor_name":"Animals","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D008253","descriptor_name":"Macaca mulatta","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D008253","descriptor_name":"Macaca mulatta","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D008253","descriptor_name":"Macaca mulatta","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D009044","descriptor_name":"Motor Cortex","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D009044","descriptor_name":"Motor Cortex","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D009044","descriptor_name":"Motor Cortex","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D009068","descriptor_name":"Movement","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D009068","descriptor_name":"Movement","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D009068","descriptor_name":"Movement","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D015203","descriptor_name":"Reproducibility of Results","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D015203","descriptor_name":"Reproducibility of Results","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D015203","descriptor_name":"Reproducibility of Results","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/embc.2017.8036796","is_oa":false,"landing_page_url":"https://doi.org/10.1109/embc.2017.8036796","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2017 39th Annual International Conference of the IEEE Engineering in Medicine and Biology Society (EMBC)","raw_type":"proceedings-article"},{"id":"pmid:29059844","is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/29059844","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":null}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[{"id":"https://openalex.org/F4320333591","display_name":"Multidisciplinary University Research Initiative","ror":null},{"id":"https://openalex.org/F4320338281","display_name":"Army Research Office","ror":"https://ror.org/05epdh915"}],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":14,"referenced_works":["https://openalex.org/W1977075348","https://openalex.org/W1978997151","https://openalex.org/W1983877267","https://openalex.org/W2050984397","https://openalex.org/W2052109162","https://openalex.org/W2065058030","https://openalex.org/W2093100633","https://openalex.org/W2129983824","https://openalex.org/W2130281033","https://openalex.org/W2293410562","https://openalex.org/W2322730911","https://openalex.org/W2333630826","https://openalex.org/W2534489451","https://openalex.org/W2569707862"],"related_works":["https://openalex.org/W3202969339","https://openalex.org/W4237513258","https://openalex.org/W2044053727","https://openalex.org/W1989700973","https://openalex.org/W1994410349","https://openalex.org/W2167683893","https://openalex.org/W3177028067","https://openalex.org/W1913385466","https://openalex.org/W2914170859","https://openalex.org/W2899298987"],"abstract_inverted_index":{"Recordings":[0],"from":[1,160],"invasive":[2],"implants":[3],"can":[4,77,95,153],"degrade":[5],"over":[6,32,68],"time,":[7],"resulting":[8],"in":[9,126],"a":[10,23,73,127,132],"loss":[11],"of":[12,84,106,120,171,188,207],"spiking":[13,173],"activity":[14,87],"for":[15,36,102,108,116],"some":[16],"electrodes.":[17],"For":[18],"brain-machine":[19],"interfaces":[20],"(BMI),":[21],"such":[22,55],"signal":[24,66],"degradation":[25,67],"lowers":[26],"control":[27],"performance.":[28],"Achieving":[29],"reliable":[30],"performance":[31],"time":[33],"is":[34,46,178],"critical":[35],"BMI":[37,44],"clinical":[38],"viability.":[39],"One":[40],"approach":[41],"to":[42,47,65,162,201],"improve":[43,154,202],"longevity":[45,206],"simultaneously":[48,78],"use":[49],"spikes":[50,89,103],"and":[51,205],"other":[52],"recording":[53],"modalities":[54],"as":[56,144],"local":[57],"field":[58],"potentials":[59],"(LFP),":[60],"which":[61],"are":[62],"more":[63],"robust":[64],"time.":[69],"We":[70,147],"have":[71],"developed":[72],"multiscale":[74,114,137,151,196],"decoder":[75,94,115,138,152],"that":[76,149,194],"model":[79],"the":[80,113,118,150,167,172,186,189,199,203],"different":[81],"statistical":[82],"profiles":[83],"multi-scale":[85],"spike/LFP":[86,142],"(discrete":[88],"vs.":[90,104],"continuous":[91],"LFP).":[92,109],"This":[93],"also":[96],"run":[97],"at":[98,166],"multiple":[99],"time-scales":[100],"(millisecond":[101],"tens":[105],"milliseconds":[107],"Here,":[110],"we":[111],"validate":[112],"estimating":[117],"movement":[119],"7":[121],"major":[122],"upper-arm":[123],"joint":[124],"angles":[125],"non-human":[128],"primate":[129],"(NHP)":[130],"during":[131],"3D":[133],"reach-to-grasp":[134],"task.":[135],"The":[136],"uses":[139],"motor":[140],"cortical":[141],"recordings":[143],"its":[145],"input.":[146],"show":[148],"decoding":[155],"accuracy":[156],"by":[157],"adding":[158],"information":[159],"LFP":[161,183],"spikes,":[163],"while":[164],"running":[165],"fast":[168],"millisecond":[169],"time-scale":[170],"activity.":[174],"Moreover,":[175],"this":[176],"improvement":[177],"achieved":[179],"using":[180,195],"relatively":[181],"few":[182],"channels,":[184],"demonstrating":[185],"robustness":[187],"approach.":[190],"These":[191],"results":[192],"suggest":[193],"decoders":[197],"has":[198],"potential":[200],"reliability":[204],"BMIs.":[208]},"counts_by_year":[{"year":2025,"cited_by_count":1},{"year":2018,"cited_by_count":2},{"year":2017,"cited_by_count":2}],"updated_date":"2026-07-14T23:27:15.235271","created_date":"2025-10-10T00:00:00"}