{"id":"https://openalex.org/W2905641806","doi":"https://doi.org/10.1109/biocas.2018.8584721","title":"Resting Tremor Detection in Parkinson's Disease with Machine Learning and Kalman Filtering","display_name":"Resting Tremor Detection in Parkinson's Disease with Machine Learning and Kalman Filtering","publication_year":2018,"publication_date":"2018-10-01","ids":{"openalex":"https://openalex.org/W2905641806","doi":"https://doi.org/10.1109/biocas.2018.8584721","mag":"2905641806","pmid":"https://pubmed.ncbi.nlm.nih.gov/31334499"},"language":"en","primary_location":{"id":"doi:10.1109/biocas.2018.8584721","is_oa":false,"landing_page_url":"https://doi.org/10.1109/biocas.2018.8584721","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2018 IEEE Biomedical Circuits and Systems Conference (BioCAS)","raw_type":"proceedings-article"},"type":"conference-paper","indexed_in":["crossref","pubmed"],"open_access":{"is_oa":true,"oa_status":"green","oa_url":"https://infoscience.epfl.ch/handle/20.500.14299/242200","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5069653690","display_name":"Lin Yao","orcid":"https://orcid.org/0000-0003-2327-7056"},"institutions":[{"id":"https://openalex.org/I205783295","display_name":"Cornell University","ror":"https://ror.org/05bnh6r87","country_code":"US","type":"education","lineage":["https://openalex.org/I205783295"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Lin Yao","raw_affiliation_strings":["School of Electrical and Computer Engineering, Cornell University, Ithaca, NY, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Electrical and Computer Engineering, Cornell University, Ithaca, NY, USA","institution_ids":["https://openalex.org/I205783295"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5087477752","display_name":"Peter Brown","orcid":"https://orcid.org/0000-0002-5201-3044"},"institutions":[{"id":"https://openalex.org/I40120149","display_name":"University of Oxford","ror":"https://ror.org/052gg0110","country_code":"GB","type":"education","lineage":["https://openalex.org/I40120149"]},{"id":"https://openalex.org/I4210108304","display_name":"MRC Brain Network Dynamics Unit","ror":"https://ror.org/01tfjyv98","country_code":"GB","type":"facility","lineage":["https://openalex.org/I40120149","https://openalex.org/I4210087105","https://openalex.org/I4210108304","https://openalex.org/I90344618"]},{"id":"https://openalex.org/I90344618","display_name":"Medical Research Council","ror":"https://ror.org/03x94j517","country_code":"GB","type":"government","lineage":["https://openalex.org/I4210087105","https://openalex.org/I90344618"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Peter Brown","raw_affiliation_strings":["Medical Research Council Brain Network Dynamics Unit, University of Oxford, Oxford, UK","Nuffield Department of Clinical Neurosciences, University of Oxford, Oxford, UK"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Medical Research Council Brain Network Dynamics Unit, University of Oxford, Oxford, UK","institution_ids":["https://openalex.org/I40120149","https://openalex.org/I4210108304","https://openalex.org/I90344618"]},{"raw_affiliation_string":"Nuffield Department of Clinical Neurosciences, University of Oxford, Oxford, UK","institution_ids":["https://openalex.org/I40120149"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5011163426","display_name":"Mahsa Shoaran","orcid":"https://orcid.org/0000-0002-6426-4799"},"institutions":[{"id":"https://openalex.org/I205783295","display_name":"Cornell University","ror":"https://ror.org/05bnh6r87","country_code":"US","type":"education","lineage":["https://openalex.org/I205783295"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Mahsa Shoaran","raw_affiliation_strings":["School of Electrical and Computer Engineering, Cornell University, Ithaca, NY, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Electrical and Computer Engineering, Cornell University, Ithaca, NY, USA","institution_ids":["https://openalex.org/I205783295"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":4,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":null,"has_fulltext":false,"cited_by_count":50,"citation_normalized_percentile":null,"cited_by_percentile_year":null,"biblio":{"volume":"2018","issue":null,"first_page":"1","last_page":"4"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10919","display_name":"Neurological disorders and treatments","score":1.0,"subfield":{"id":"https://openalex.org/subfields/2728","display_name":"Neurology"},"field":{"id":"https://openalex.org/fields/27","display_name":"Medicine"},"domain":{"id":"https://openalex.org/domains/4","display_name":"Health Sciences"}},"topics":[{"id":"https://openalex.org/T10919","display_name":"Neurological disorders and treatments","score":1.0,"subfield":{"id":"https://openalex.org/subfields/2728","display_name":"Neurology"},"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/T11601","display_name":"Neuroscience and Neural Engineering","score":0.9991000294685364,"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/T10085","display_name":"Parkinson's Disease Mechanisms and Treatments","score":0.9984999895095825,"subfield":{"id":"https://openalex.org/subfields/2728","display_name":"Neurology"},"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/deep-brain-stimulation","display_name":"Deep brain stimulation","score":0.8055250644683838},{"id":"https://openalex.org/keywords/thresholding","display_name":"Thresholding","score":0.6076338291168213},{"id":"https://openalex.org/keywords/kalman-filter","display_name":"Kalman filter","score":0.602666437625885},{"id":"https://openalex.org/keywords/local-field-potential","display_name":"Local field potential","score":0.5866104960441589},{"id":"https://openalex.org/keywords/essential-tremor","display_name":"Essential tremor","score":0.5210444331169128},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.510968804359436},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.510223388671875},{"id":"https://openalex.org/keywords/parkinsons-disease","display_name":"Parkinson's disease","score":0.5094619393348694},{"id":"https://openalex.org/keywords/subthalamic-nucleus","display_name":"Subthalamic nucleus","score":0.4709492623806},{"id":"https://openalex.org/keywords/feature","display_name":"Feature (linguistics)","score":0.4534064829349518},{"id":"https://openalex.org/keywords/feature-selection","display_name":"Feature selection","score":0.44627976417541504},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.3670504689216614},{"id":"https://openalex.org/keywords/neuroscience","display_name":"Neuroscience","score":0.3395536243915558},{"id":"https://openalex.org/keywords/physical-medicine-and-rehabilitation","display_name":"Physical medicine and rehabilitation","score":0.3059775233268738},{"id":"https://openalex.org/keywords/medicine","display_name":"Medicine","score":0.2725374102592468},{"id":"https://openalex.org/keywords/psychology","display_name":"Psychology","score":0.22455891966819763},{"id":"https://openalex.org/keywords/disease","display_name":"Disease","score":0.1823127567768097}],"concepts":[{"id":"https://openalex.org/C2778542668","wikidata":"https://www.wikidata.org/wiki/Q618076","display_name":"Deep brain stimulation","level":4,"score":0.8055250644683838},{"id":"https://openalex.org/C191178318","wikidata":"https://www.wikidata.org/wiki/Q2256906","display_name":"Thresholding","level":3,"score":0.6076338291168213},{"id":"https://openalex.org/C157286648","wikidata":"https://www.wikidata.org/wiki/Q846780","display_name":"Kalman filter","level":2,"score":0.602666437625885},{"id":"https://openalex.org/C117838684","wikidata":"https://www.wikidata.org/wiki/Q533483","display_name":"Local field potential","level":2,"score":0.5866104960441589},{"id":"https://openalex.org/C2780112193","wikidata":"https://www.wikidata.org/wiki/Q693519","display_name":"Essential tremor","level":2,"score":0.5210444331169128},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.510968804359436},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.510223388671875},{"id":"https://openalex.org/C2779734285","wikidata":"https://www.wikidata.org/wiki/Q11085","display_name":"Parkinson's disease","level":3,"score":0.5094619393348694},{"id":"https://openalex.org/C2777319143","wikidata":"https://www.wikidata.org/wiki/Q2270424","display_name":"Subthalamic nucleus","level":5,"score":0.4709492623806},{"id":"https://openalex.org/C2776401178","wikidata":"https://www.wikidata.org/wiki/Q12050496","display_name":"Feature (linguistics)","level":2,"score":0.4534064829349518},{"id":"https://openalex.org/C148483581","wikidata":"https://www.wikidata.org/wiki/Q446488","display_name":"Feature selection","level":2,"score":0.44627976417541504},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.3670504689216614},{"id":"https://openalex.org/C169760540","wikidata":"https://www.wikidata.org/wiki/Q207011","display_name":"Neuroscience","level":1,"score":0.3395536243915558},{"id":"https://openalex.org/C99508421","wikidata":"https://www.wikidata.org/wiki/Q2678675","display_name":"Physical medicine and rehabilitation","level":1,"score":0.3059775233268738},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.2725374102592468},{"id":"https://openalex.org/C15744967","wikidata":"https://www.wikidata.org/wiki/Q9418","display_name":"Psychology","level":0,"score":0.22455891966819763},{"id":"https://openalex.org/C2779134260","wikidata":"https://www.wikidata.org/wiki/Q12136","display_name":"Disease","level":2,"score":0.1823127567768097},{"id":"https://openalex.org/C115961682","wikidata":"https://www.wikidata.org/wiki/Q860623","display_name":"Image (mathematics)","level":2,"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},{"id":"https://openalex.org/C142724271","wikidata":"https://www.wikidata.org/wiki/Q7208","display_name":"Pathology","level":1,"score":0.0}],"mesh":[],"locations_count":4,"locations":[{"id":"doi:10.1109/biocas.2018.8584721","is_oa":false,"landing_page_url":"https://doi.org/10.1109/biocas.2018.8584721","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2018 IEEE Biomedical Circuits and Systems Conference (BioCAS)","raw_type":"proceedings-article"},{"id":"pmid:31334499","is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/31334499","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":"IEEE Biomedical Circuits and Systems Conference : healthcare technology : [proceedings]. IEEE Biomedical Circuits and Systems Conference","raw_type":null},{"id":"pmh:oai:europepmc.org:5603290","is_oa":false,"landing_page_url":"https://www.ncbi.nlm.nih.gov/pmc/articles/6645988","pdf_url":null,"source":{"id":"https://openalex.org/S4306400806","display_name":"Europe PMC (PubMed Central)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I1303153112","host_organization_name":"European Bioinformatics Institute","host_organization_lineage":["https://openalex.org/I1303153112"],"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":"pmh:oai:infoscience.epfl.ch:20.500.14299/242200","is_oa":true,"landing_page_url":"https://infoscience.epfl.ch/handle/20.500.14299/242200","pdf_url":null,"source":{"id":"https://openalex.org/S4306400487","display_name":"Infoscience (Ecole Polytechnique F\u00e9d\u00e9rale de Lausanne)","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"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":null,"raw_type":"conference proceedings"}],"best_oa_location":{"id":"pmh:oai:infoscience.epfl.ch:20.500.14299/242200","is_oa":true,"landing_page_url":"https://infoscience.epfl.ch/handle/20.500.14299/242200","pdf_url":null,"source":{"id":"https://openalex.org/S4306400487","display_name":"Infoscience (Ecole Polytechnique F\u00e9d\u00e9rale de Lausanne)","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"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":null,"raw_type":"conference proceedings"},"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/10","display_name":"Reduced inequalities","score":0.7599999904632568}],"awards":[{"id":"https://openalex.org/G6973010610","display_name":null,"funder_award_id":"MC_UU_12024/1","funder_id":"https://openalex.org/F4320334626","funder_display_name":"Medical Research Council"},{"id":"https://openalex.org/G8208179062","display_name":null,"funder_award_id":"M235-CD1","funder_id":"https://openalex.org/F4320320320","funder_display_name":"Rosetrees Trust"}],"funders":[{"id":"https://openalex.org/F4320320320","display_name":"Rosetrees Trust","ror":"https://ror.org/04e3zg361"},{"id":"https://openalex.org/F4320334626","display_name":"Medical Research Council","ror":"https://ror.org/03x94j517"}],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":17,"referenced_works":["https://openalex.org/W1972879677","https://openalex.org/W1987095365","https://openalex.org/W2045695914","https://openalex.org/W2048783706","https://openalex.org/W2088037244","https://openalex.org/W2106706488","https://openalex.org/W2127261457","https://openalex.org/W2134050473","https://openalex.org/W2143685192","https://openalex.org/W2260876644","https://openalex.org/W2291197622","https://openalex.org/W2406423715","https://openalex.org/W2513000478","https://openalex.org/W2543563831","https://openalex.org/W2622294281","https://openalex.org/W2806033632","https://openalex.org/W2891329564"],"related_works":["https://openalex.org/W2167683893","https://openalex.org/W2093780015","https://openalex.org/W20470332","https://openalex.org/W4289755640","https://openalex.org/W2022280818","https://openalex.org/W4301179225","https://openalex.org/W1978516934","https://openalex.org/W2056849177","https://openalex.org/W1997179847","https://openalex.org/W4393972486"],"abstract_inverted_index":{"Adaptive":[0],"deep":[1],"brain":[2],"stimulation":[3,21,41,136],"(aDBS)":[4],"is":[5],"an":[6,37],"emerging":[7],"method":[8,127],"to":[9,51],"alleviate":[10],"the":[11,16,77,90,107,113],"side":[12],"effects":[13],"and":[14,82,93],"improve":[15],"efficacy":[17],"of":[18,40,45,79,135],"conventional":[19],"open-loop":[20],"for":[22,42,57,85,131],"movement":[23],"disorders.":[24],"However,":[25],"current":[26],"adaptive":[27],"DBS":[28],"techniques":[29],"are":[30],"primarily":[31],"based":[32],"on":[33],"single-feature":[34],"thresholding,":[35],"precluding":[36],"optimized":[38],"delivery":[39,134],"precise":[43],"control":[44],"motor":[46],"symptoms.":[47],"Here,":[48],"we":[49,110],"propose":[50],"use":[52],"a":[53,97],"machine":[54],"learning":[55],"approach":[56],"resting-state":[58],"tremor":[59,86,114],"detection":[60,115],"from":[61,67],"local":[62],"field":[63],"potentials":[64],"(LFPs)":[65],"recorded":[66],"subthalamic":[68],"nucleus":[69],"(STN)":[70],"in":[71,106,137],"12":[72],"Parkinson's":[73,138],"patients.":[74],"We":[75],"compare":[76],"performance":[78,116],"state-of-the-art":[80],"classifiers":[81],"LFP-based":[83],"biomarkers":[84],"detection,":[87],"showing":[88],"that":[89,112],"high-frequency":[91],"oscillations":[92],"Hjorth":[94],"parameters":[95],"achieve":[96],"high":[98],"discriminative":[99],"performance.":[100],"In":[101],"addition,":[102],"using":[103],"Kalman":[104],"filtering":[105],"feature":[108],"space,":[109],"show":[111],"significantly":[117],"improves":[118],"(F":[119],"<sub":[120],"xmlns:mml=\"http://www.w3.org/1998/Math/MathML\"":[121],"xmlns:xlink=\"http://www.w3.org/1999/xlink\">(1,15)</sub>":[122],"=32.16,":[123],"p<;0.0001).":[124],"The":[125],"proposed":[126],"holds":[128],"great":[129],"promise":[130],"efficient":[132],"on-demand":[133],"disease.":[139]},"counts_by_year":[{"year":2026,"cited_by_count":1},{"year":2025,"cited_by_count":4},{"year":2024,"cited_by_count":5},{"year":2023,"cited_by_count":7},{"year":2022,"cited_by_count":5},{"year":2021,"cited_by_count":9},{"year":2020,"cited_by_count":14},{"year":2019,"cited_by_count":5}],"updated_date":"2026-07-22T07:51:19.307946","created_date":"2025-10-10T00:00:00"}
