{"id":"https://openalex.org/W2980039400","doi":"https://doi.org/10.1109/embc.2019.8857736","title":"Towards automated patient-specific optimization of deep brain stimulation for movement disorders","display_name":"Towards automated patient-specific optimization of deep brain stimulation for movement disorders","publication_year":2019,"publication_date":"2019-07-01","ids":{"openalex":"https://openalex.org/W2980039400","doi":"https://doi.org/10.1109/embc.2019.8857736","mag":"2980039400","pmid":"https://pubmed.ncbi.nlm.nih.gov/31947249"},"language":"en","primary_location":{"id":"doi:10.1109/embc.2019.8857736","is_oa":false,"landing_page_url":"https://doi.org/10.1109/embc.2019.8857736","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2019 41st Annual International Conference of the IEEE Engineering in Medicine and Biology Society (EMBC)","raw_type":"proceedings-article"},"type":"article","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/A5047465642","display_name":"Parisa Sarikhani","orcid":"https://orcid.org/0000-0001-9956-0582"},"institutions":[{"id":"https://openalex.org/I150468666","display_name":"Emory University","ror":"https://ror.org/03czfpz43","country_code":"US","type":"education","lineage":["https://openalex.org/I150468666"]}],"countries":["US"],"is_corresponding":true,"raw_author_name":"Parisa Sarikhani","raw_affiliation_strings":["Department of Biomedical Informatic, Emory University, Atlanta, Georgia"],"affiliations":[{"raw_affiliation_string":"Department of Biomedical Informatic, Emory University, Atlanta, Georgia","institution_ids":["https://openalex.org/I150468666"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5078820692","display_name":"Svjetlana Miocinovic","orcid":"https://orcid.org/0000-0001-9237-0276"},"institutions":[{"id":"https://openalex.org/I150468666","display_name":"Emory University","ror":"https://ror.org/03czfpz43","country_code":"US","type":"education","lineage":["https://openalex.org/I150468666"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Svjetlana Miocinovic","raw_affiliation_strings":["Department of Neurology, Emory University, Atlanta, Georgia"],"affiliations":[{"raw_affiliation_string":"Department of Neurology, Emory University, Atlanta, Georgia","institution_ids":["https://openalex.org/I150468666"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5076270781","display_name":"Babak Mahmoudi","orcid":"https://orcid.org/0000-0001-5819-5072"},"institutions":[{"id":"https://openalex.org/I130701444","display_name":"Georgia Institute of Technology","ror":"https://ror.org/01zkghx44","country_code":"US","type":"education","lineage":["https://openalex.org/I130701444"]},{"id":"https://openalex.org/I150468666","display_name":"Emory University","ror":"https://ror.org/03czfpz43","country_code":"US","type":"education","lineage":["https://openalex.org/I150468666"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Babak Mahmoudi","raw_affiliation_strings":["Departments of Biomedical Informatics, Biomedical Engineering at Emory University and Georgia Institute of Technology, Atlanta, Georgia"],"affiliations":[{"raw_affiliation_string":"Departments of Biomedical Informatics, Biomedical Engineering at Emory University and Georgia Institute of Technology, Atlanta, Georgia","institution_ids":["https://openalex.org/I130701444","https://openalex.org/I150468666"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":3,"corresponding_author_ids":["https://openalex.org/A5047465642"],"corresponding_institution_ids":["https://openalex.org/I150468666"],"apc_list":null,"apc_paid":null,"fwci":1.0707,"has_fulltext":false,"cited_by_count":10,"citation_normalized_percentile":{"value":0.77301737,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":89,"max":99},"biblio":{"volume":"2019","issue":null,"first_page":"6159","last_page":"6162"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10919","display_name":"Neurological disorders and treatments","score":0.9998000264167786,"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":0.9998000264167786,"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/T10462","display_name":"Reinforcement Learning in Robotics","score":0.9557999968528748,"subfield":{"id":"https://openalex.org/subfields/1702","display_name":"Artificial Intelligence"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T10904","display_name":"Embedded Systems Design Techniques","score":0.9474999904632568,"subfield":{"id":"https://openalex.org/subfields/1708","display_name":"Hardware and Architecture"},"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/bayesian-optimization","display_name":"Bayesian optimization","score":0.8619483113288879},{"id":"https://openalex.org/keywords/deep-brain-stimulation","display_name":"Deep brain stimulation","score":0.8447220325469971},{"id":"https://openalex.org/keywords/kinematics","display_name":"Kinematics","score":0.651557981967926},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6451513767242432},{"id":"https://openalex.org/keywords/gaussian-process","display_name":"Gaussian process","score":0.5294836163520813},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.5157032608985901},{"id":"https://openalex.org/keywords/signal","display_name":"SIGNAL (programming language)","score":0.4319068491458893},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.42679423093795776},{"id":"https://openalex.org/keywords/gaussian","display_name":"Gaussian","score":0.25528889894485474},{"id":"https://openalex.org/keywords/medicine","display_name":"Medicine","score":0.14774757623672485}],"concepts":[{"id":"https://openalex.org/C2778049539","wikidata":"https://www.wikidata.org/wiki/Q17002908","display_name":"Bayesian optimization","level":2,"score":0.8619483113288879},{"id":"https://openalex.org/C2778542668","wikidata":"https://www.wikidata.org/wiki/Q618076","display_name":"Deep brain stimulation","level":4,"score":0.8447220325469971},{"id":"https://openalex.org/C39920418","wikidata":"https://www.wikidata.org/wiki/Q11476","display_name":"Kinematics","level":2,"score":0.651557981967926},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6451513767242432},{"id":"https://openalex.org/C61326573","wikidata":"https://www.wikidata.org/wiki/Q1496376","display_name":"Gaussian process","level":3,"score":0.5294836163520813},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.5157032608985901},{"id":"https://openalex.org/C2779843651","wikidata":"https://www.wikidata.org/wiki/Q7390335","display_name":"SIGNAL (programming language)","level":2,"score":0.4319068491458893},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.42679423093795776},{"id":"https://openalex.org/C163716315","wikidata":"https://www.wikidata.org/wiki/Q901177","display_name":"Gaussian","level":2,"score":0.25528889894485474},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.14774757623672485},{"id":"https://openalex.org/C74650414","wikidata":"https://www.wikidata.org/wiki/Q11397","display_name":"Classical mechanics","level":1,"score":0.0},{"id":"https://openalex.org/C121332964","wikidata":"https://www.wikidata.org/wiki/Q413","display_name":"Physics","level":0,"score":0.0},{"id":"https://openalex.org/C2779134260","wikidata":"https://www.wikidata.org/wiki/Q12136","display_name":"Disease","level":2,"score":0.0},{"id":"https://openalex.org/C2779734285","wikidata":"https://www.wikidata.org/wiki/Q11085","display_name":"Parkinson's disease","level":3,"score":0.0},{"id":"https://openalex.org/C142724271","wikidata":"https://www.wikidata.org/wiki/Q7208","display_name":"Pathology","level":1,"score":0.0},{"id":"https://openalex.org/C199360897","wikidata":"https://www.wikidata.org/wiki/Q9143","display_name":"Programming language","level":1,"score":0.0},{"id":"https://openalex.org/C62520636","wikidata":"https://www.wikidata.org/wiki/Q944","display_name":"Quantum mechanics","level":1,"score":0.0}],"mesh":[{"descriptor_ui":"D001499","descriptor_name":"Bayes Theorem","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D001499","descriptor_name":"Bayes Theorem","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D001499","descriptor_name":"Bayes Theorem","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D001696","descriptor_name":"Biomechanical Phenomena","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D001696","descriptor_name":"Biomechanical Phenomena","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D001696","descriptor_name":"Biomechanical Phenomena","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D006801","descriptor_name":"Humans","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D006801","descriptor_name":"Humans","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D006801","descriptor_name":"Humans","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D016896","descriptor_name":"Treatment Outcome","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D016896","descriptor_name":"Treatment Outcome","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D016896","descriptor_name":"Treatment Outcome","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D020329","descriptor_name":"Essential Tremor","qualifier_ui":"Q000628","qualifier_name":"therapy","is_major_topic":true},{"descriptor_ui":"D020329","descriptor_name":"Essential Tremor","qualifier_ui":"Q000628","qualifier_name":"therapy","is_major_topic":true},{"descriptor_ui":"D020329","descriptor_name":"Essential Tremor","qualifier_ui":"Q000628","qualifier_name":"therapy","is_major_topic":true},{"descriptor_ui":"D046690","descriptor_name":"Deep Brain Stimulation","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D046690","descriptor_name":"Deep Brain Stimulation","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D046690","descriptor_name":"Deep Brain Stimulation","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true}],"locations_count":2,"locations":[{"id":"doi:10.1109/embc.2019.8857736","is_oa":false,"landing_page_url":"https://doi.org/10.1109/embc.2019.8857736","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2019 41st Annual International Conference of the IEEE Engineering in Medicine and Biology Society (EMBC)","raw_type":"proceedings-article"},{"id":"pmid:31947249","is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/31947249","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":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":12,"referenced_works":["https://openalex.org/W1502922572","https://openalex.org/W2140978740","https://openalex.org/W2153774608","https://openalex.org/W2192203593","https://openalex.org/W2401500688","https://openalex.org/W2767602894","https://openalex.org/W2810348011","https://openalex.org/W2951665052","https://openalex.org/W2963928193","https://openalex.org/W3124229194","https://openalex.org/W6745684358","https://openalex.org/W6764988152"],"related_works":["https://openalex.org/W4206864338","https://openalex.org/W3104422856","https://openalex.org/W4287867179","https://openalex.org/W3134690064","https://openalex.org/W4210726438","https://openalex.org/W4287752080","https://openalex.org/W3118984993","https://openalex.org/W3037706579","https://openalex.org/W4401389295","https://openalex.org/W3157580548"],"abstract_inverted_index":{"In":[0,63],"this":[1,64],"paper":[2],"we":[3,66],"present":[4],"a":[5,71],"simulation":[6],"framework":[7],"for":[8,43,96],"automated":[9,97],"optimization":[10,94],"of":[11,47,70,91,99],"deep":[12],"brain":[13],"stimulation":[14],"(DBS)":[15],"parameters":[16,80,102],"based":[17],"on":[18,49],"the":[19,24,45,50,54,68,77,83,89],"hand":[20,51],"kinematics":[21,52],"signal":[22],"as":[23],"feedback":[25],"signal,":[26],"in":[27,103],"patients":[28],"with":[29],"essential":[30],"tremor.":[31],"We":[32],"used":[33],"Gaussian":[34],"Process":[35],"regression":[36],"(GPR)":[37],"models":[38,42],"to":[39,75],"develop":[40],"patient-specific":[41],"predicting":[44],"effect":[46],"DBS":[48,61,79,101],"using":[53,92],"clinical":[55,84,104],"data":[56],"that":[57,81],"was":[58],"recorded":[59],"during":[60],"programming.":[62],"framework,":[65],"characterized":[67],"performance":[69],"Bayesian":[72],"Optimization":[73],"method":[74],"identify":[76],"optimal":[78,100],"maximized":[82],"efficacy.":[85],"Our":[86],"results":[87],"demonstrate":[88],"feasibility":[90],"black-box":[93],"methods":[95],"identification":[98],"settings.":[105]},"counts_by_year":[{"year":2026,"cited_by_count":1},{"year":2024,"cited_by_count":1},{"year":2023,"cited_by_count":1},{"year":2022,"cited_by_count":4},{"year":2021,"cited_by_count":2},{"year":2020,"cited_by_count":1}],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}
