{"id":"https://openalex.org/W3128954309","doi":"https://doi.org/10.1109/bibm49941.2020.9313394","title":"Multimodal classification of Parkinson\u2019s disease using delay differential analysis","display_name":"Multimodal classification of Parkinson\u2019s disease using delay differential analysis","publication_year":2020,"publication_date":"2020-12-16","ids":{"openalex":"https://openalex.org/W3128954309","doi":"https://doi.org/10.1109/bibm49941.2020.9313394","mag":"3128954309"},"language":"en","primary_location":{"id":"doi:10.1109/bibm49941.2020.9313394","is_oa":false,"landing_page_url":"https://doi.org/10.1109/bibm49941.2020.9313394","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2020 IEEE International Conference on Bioinformatics and Biomedicine (BIBM)","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/A5091884891","display_name":"Jonathan Weyhenmeyer","orcid":null},"institutions":[{"id":"https://openalex.org/I1307098950","display_name":"Salk Institute for Biological Studies","ror":"https://ror.org/03xez1567","country_code":"US","type":"nonprofit","lineage":["https://openalex.org/I1307098950"]},{"id":"https://openalex.org/I4394709130","display_name":"Indiana University School of Medicine","ror":"https://ror.org/02ets8c94","country_code":null,"type":"education","lineage":["https://openalex.org/I4394709130","https://openalex.org/I592451"]},{"id":"https://openalex.org/I55769427","display_name":"Indiana University \u2013 Purdue University Indianapolis","ror":"https://ror.org/05gxnyn08","country_code":"US","type":"education","lineage":["https://openalex.org/I55769427","https://openalex.org/I592451"]}],"countries":["US"],"is_corresponding":true,"raw_author_name":"Jonathan Weyhenmeyer","raw_affiliation_strings":["Computational Neurobiology Laboratory, The Salk Institute for Biological Studies, La Jolla, CA, USA","Indiana University School of Medicine, Indianapolis, IN, USA"],"affiliations":[{"raw_affiliation_string":"Computational Neurobiology Laboratory, The Salk Institute for Biological Studies, La Jolla, CA, USA","institution_ids":["https://openalex.org/I1307098950"]},{"raw_affiliation_string":"Indiana University School of Medicine, Indianapolis, IN, USA","institution_ids":["https://openalex.org/I55769427","https://openalex.org/I4394709130"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5026209495","display_name":"Manuel E. Hernandez","orcid":"https://orcid.org/0000-0002-3501-9508"},"institutions":[{"id":"https://openalex.org/I157725225","display_name":"University of Illinois Urbana-Champaign","ror":"https://ror.org/047426m28","country_code":"US","type":"education","lineage":["https://openalex.org/I157725225"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Manuel E. Hernandez","raw_affiliation_strings":["University of Illinois at Urbana-Champaign, Urbana, USA"],"affiliations":[{"raw_affiliation_string":"University of Illinois at Urbana-Champaign, Urbana, USA","institution_ids":["https://openalex.org/I157725225"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5035541080","display_name":"Claudia Lainscsek","orcid":"https://orcid.org/0000-0002-1067-8961"},"institutions":[{"id":"https://openalex.org/I36258959","display_name":"University of California, San Diego","ror":"https://ror.org/0168r3w48","country_code":"US","type":"education","lineage":["https://openalex.org/I36258959"]},{"id":"https://openalex.org/I1307098950","display_name":"Salk Institute for Biological Studies","ror":"https://ror.org/03xez1567","country_code":"US","type":"nonprofit","lineage":["https://openalex.org/I1307098950"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Claudia Lainscsek","raw_affiliation_strings":["Computational Neurobiology Laboratory, The Salk Institute for Biological Studies, La Jolla, CA, USA","Institute for Neural Computation, University of California at San Diego, La Jolla, CA, USA"],"affiliations":[{"raw_affiliation_string":"Computational Neurobiology Laboratory, The Salk Institute for Biological Studies, La Jolla, CA, USA","institution_ids":["https://openalex.org/I1307098950"]},{"raw_affiliation_string":"Institute for Neural Computation, University of California at San Diego, La Jolla, CA, USA","institution_ids":["https://openalex.org/I36258959"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5111522616","display_name":"Howard Poizner","orcid":null},"institutions":[{"id":"https://openalex.org/I36258959","display_name":"University of California, San Diego","ror":"https://ror.org/0168r3w48","country_code":"US","type":"education","lineage":["https://openalex.org/I36258959"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Howard Poizner","raw_affiliation_strings":["Graduate Program in Neurosciences, University of California, San Diego, La Jolla, CA, USA","Institute for Neural Computation, University of California at San Diego, La Jolla, CA, USA"],"affiliations":[{"raw_affiliation_string":"Graduate Program in Neurosciences, University of California, San Diego, La Jolla, CA, USA","institution_ids":["https://openalex.org/I36258959"]},{"raw_affiliation_string":"Institute for Neural Computation, University of California at San Diego, La Jolla, CA, USA","institution_ids":["https://openalex.org/I36258959"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5044141636","display_name":"Terrence J. Sejnowski","orcid":"https://orcid.org/0000-0002-0622-7391"},"institutions":[{"id":"https://openalex.org/I36258959","display_name":"University of California, San Diego","ror":"https://ror.org/0168r3w48","country_code":"US","type":"education","lineage":["https://openalex.org/I36258959"]},{"id":"https://openalex.org/I1307098950","display_name":"Salk Institute for Biological Studies","ror":"https://ror.org/03xez1567","country_code":"US","type":"nonprofit","lineage":["https://openalex.org/I1307098950"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Terrence J. Sejnowski","raw_affiliation_strings":["Computational Neurobiology Laboratory, The Salk Institute for Biological Studies, La Jolla, CA, USA","Institute for Neural Computation, University of California at San Diego, La Jolla, CA, USA"],"affiliations":[{"raw_affiliation_string":"Computational Neurobiology Laboratory, The Salk Institute for Biological Studies, La Jolla, CA, USA","institution_ids":["https://openalex.org/I1307098950"]},{"raw_affiliation_string":"Institute for Neural Computation, University of California at San Diego, La Jolla, CA, USA","institution_ids":["https://openalex.org/I36258959"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":5,"corresponding_author_ids":["https://openalex.org/A5091884891"],"corresponding_institution_ids":["https://openalex.org/I1307098950","https://openalex.org/I4394709130","https://openalex.org/I55769427"],"apc_list":null,"apc_paid":null,"fwci":0.2231,"has_fulltext":false,"cited_by_count":4,"citation_normalized_percentile":{"value":0.52087925,"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":"2868","last_page":"2875"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10581","display_name":"Neural dynamics and brain function","score":0.9994999766349792,"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/T10581","display_name":"Neural dynamics and brain function","score":0.9994999766349792,"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/T10429","display_name":"EEG and Brain-Computer Interfaces","score":0.9986000061035156,"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/T11187","display_name":"Nonlinear Dynamics and Pattern Formation","score":0.9940000176429749,"subfield":{"id":"https://openalex.org/subfields/1705","display_name":"Computer Networks and Communications"},"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/computer-science","display_name":"Computer science","score":0.6465319395065308},{"id":"https://openalex.org/keywords/embedding","display_name":"Embedding","score":0.6259437799453735},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.5219290256500244},{"id":"https://openalex.org/keywords/nonlinear-system","display_name":"Nonlinear system","score":0.5190427899360657},{"id":"https://openalex.org/keywords/electroencephalography","display_name":"Electroencephalography","score":0.5136101245880127},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.430059015750885},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.42562949657440186},{"id":"https://openalex.org/keywords/neuroscience","display_name":"Neuroscience","score":0.26708415150642395},{"id":"https://openalex.org/keywords/psychology","display_name":"Psychology","score":0.17718112468719482}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6465319395065308},{"id":"https://openalex.org/C41608201","wikidata":"https://www.wikidata.org/wiki/Q980509","display_name":"Embedding","level":2,"score":0.6259437799453735},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.5219290256500244},{"id":"https://openalex.org/C158622935","wikidata":"https://www.wikidata.org/wiki/Q660848","display_name":"Nonlinear system","level":2,"score":0.5190427899360657},{"id":"https://openalex.org/C522805319","wikidata":"https://www.wikidata.org/wiki/Q179965","display_name":"Electroencephalography","level":2,"score":0.5136101245880127},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.430059015750885},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.42562949657440186},{"id":"https://openalex.org/C169760540","wikidata":"https://www.wikidata.org/wiki/Q207011","display_name":"Neuroscience","level":1,"score":0.26708415150642395},{"id":"https://openalex.org/C15744967","wikidata":"https://www.wikidata.org/wiki/Q9418","display_name":"Psychology","level":0,"score":0.17718112468719482},{"id":"https://openalex.org/C62520636","wikidata":"https://www.wikidata.org/wiki/Q944","display_name":"Quantum 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}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/bibm49941.2020.9313394","is_oa":false,"landing_page_url":"https://doi.org/10.1109/bibm49941.2020.9313394","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2020 IEEE International Conference on Bioinformatics and Biomedicine (BIBM)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[{"display_name":"Industry, innovation and infrastructure","score":0.41999998688697815,"id":"https://metadata.un.org/sdg/9"}],"awards":[],"funders":[{"id":"https://openalex.org/F4320306082","display_name":"Howard Hughes Medical Institute","ror":"https://ror.org/006w34k90"}],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":49,"referenced_works":["https://openalex.org/W1549386224","https://openalex.org/W1651235891","https://openalex.org/W1680392829","https://openalex.org/W1866582758","https://openalex.org/W1912982817","https://openalex.org/W1970135067","https://openalex.org/W1971283363","https://openalex.org/W1978760513","https://openalex.org/W1982471749","https://openalex.org/W1984391316","https://openalex.org/W1992597384","https://openalex.org/W1996711760","https://openalex.org/W1999515398","https://openalex.org/W2001288584","https://openalex.org/W2022628699","https://openalex.org/W2024486693","https://openalex.org/W2050381379","https://openalex.org/W2051557357","https://openalex.org/W2052510837","https://openalex.org/W2053562841","https://openalex.org/W2053924161","https://openalex.org/W2055630927","https://openalex.org/W2070173826","https://openalex.org/W2079277602","https://openalex.org/W2084337427","https://openalex.org/W2085251705","https://openalex.org/W2094217267","https://openalex.org/W2094621142","https://openalex.org/W2128495200","https://openalex.org/W2134886133","https://openalex.org/W2145954079","https://openalex.org/W2151860032","https://openalex.org/W2152316935","https://openalex.org/W2161278885","https://openalex.org/W2161362259","https://openalex.org/W2319755970","https://openalex.org/W2504500252","https://openalex.org/W2509693243","https://openalex.org/W2559749850","https://openalex.org/W2612407727","https://openalex.org/W2743174578","https://openalex.org/W2746624190","https://openalex.org/W2771117831","https://openalex.org/W2899053767","https://openalex.org/W2902223315","https://openalex.org/W2912555258","https://openalex.org/W2913575235","https://openalex.org/W2914695196","https://openalex.org/W2920975138"],"related_works":["https://openalex.org/W2081900870","https://openalex.org/W2922348724","https://openalex.org/W200322357","https://openalex.org/W2130428257","https://openalex.org/W4308951944","https://openalex.org/W2057366091","https://openalex.org/W4312960290","https://openalex.org/W2049513647","https://openalex.org/W2988848585","https://openalex.org/W4233722919"],"abstract_inverted_index":{"Parkinson's":[0],"disease":[1],"(PD)":[2],"is":[3,14,40],"the":[4,11,56,66,90,178,181,190],"second":[5],"most":[6],"prevalent":[7],"neurodegenerative":[8],"disorder":[9],"in":[10,21,50,153,161,180],"world.":[12],"PD":[13,34,116,184],"known":[15],"to":[16,18,103,135,158],"lead":[17],"marked":[19],"alterations":[20],"cortico-thalamo-basal":[22],"ganglia":[23],"activity":[24],"and":[25,98,113,164,185],"subsequent":[26],"movements,":[27],"which":[28,89],"may":[29,172],"provide":[30,173],"a":[31,41,69,83,104,174,193],"biomarker":[32],"for":[33,176],"diagnosis.":[35],"Delay":[36],"differential":[37],"analysis":[38,44,106],"(DDA)":[39],"time":[42,71,118,147],"domain":[43],"framework":[45,107],"based":[46],"on":[47,150],"embedding":[48,54],"theory":[49],"nonlinear":[51,57,85],"dynamics.":[52],"An":[53],"reveals":[55],"invariant":[58],"properties":[59],"of":[60,96,115,129,140,183,192,196],"an":[61,162],"unknown":[62],"dynamical":[63],"system":[64],"(here":[65],"brain)":[67],"from":[68,121],"single":[70],"series":[72,119,148],"electroencephalography":[73],"(EEG)":[74],"or":[75,145,198],"behavioral":[76,97,146,199],"signals.":[77,200],"The":[78,94],"DDA":[79,137,171],"models":[80],"serve":[81],"as":[82],"low-dimensional":[84],"functional":[86],"basis":[87],"onto":[88],"data":[91,120,131,149],"are":[92],"mapped.":[93],"combination":[95,191],"neurological":[99],"observations":[100],"gives":[101],"rise":[102],"multimodal":[105,130,170],"that":[108],"could":[109],"improve":[110,136],"our":[111],"understanding":[112],"classification":[114,138,187],"using":[117],"physical":[122],"systems.":[123],"We":[124],"demonstrate":[125],"how":[126],"750":[127],"ms":[128],"can":[132],"be":[133],"used":[134],"performance":[139,188],"PD,":[141],"over":[142],"clean":[143],"EEG":[144],"their":[151],"own,":[152],"two":[154],"distinct":[155],"virtual":[156,166],"reach":[157],"grasp":[159],"tasks":[160],"uncertain":[163],"dynamic":[165],"reality":[167],"environment.":[168],"Thus,":[169],"tool":[175],"aiding":[177],"clinician":[179],"diagnosis":[182],"bolster":[186],"through":[189],"wide":[194],"array":[195],"neural":[197]},"counts_by_year":[{"year":2025,"cited_by_count":1},{"year":2024,"cited_by_count":1},{"year":2023,"cited_by_count":2}],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}