{"id":"https://openalex.org/W1534508355","doi":"https://doi.org/10.1109/memea.2015.7145225","title":"Contribution of different handwriting modalities to differential diagnosis of Parkinson's Disease","display_name":"Contribution of different handwriting modalities to differential diagnosis of Parkinson's Disease","publication_year":2015,"publication_date":"2015-05-01","ids":{"openalex":"https://openalex.org/W1534508355","doi":"https://doi.org/10.1109/memea.2015.7145225","mag":"1534508355"},"language":"en","primary_location":{"id":"doi:10.1109/memea.2015.7145225","is_oa":false,"landing_page_url":"https://doi.org/10.1109/memea.2015.7145225","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2015 IEEE International Symposium on Medical Measurements and Applications (MeMeA) Proceedings","raw_type":"proceedings-article"},"type":"preprint","indexed_in":["arxiv","crossref"],"open_access":{"is_oa":true,"oa_status":"green","oa_url":"https://arxiv.org/pdf/2203.11269","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5075926177","display_name":"Peter Drot\u00e1r","orcid":"https://orcid.org/0000-0002-6634-4696"},"institutions":[{"id":"https://openalex.org/I60587646","display_name":"Brno University of Technology","ror":"https://ror.org/03613d656","country_code":"CZ","type":"education","lineage":["https://openalex.org/I60587646"]}],"countries":["CZ"],"is_corresponding":true,"raw_author_name":"Peter Drotar","raw_affiliation_strings":["Faculty of Electrical Engineering and Communications, Brno University of Technology, Brno, Czech Republic","Faculty of Electrical Engineering and Communications, Brno University of Technology, Czech Republic"],"affiliations":[{"raw_affiliation_string":"Faculty of Electrical Engineering and Communications, Brno University of Technology, Brno, Czech Republic","institution_ids":["https://openalex.org/I60587646"]},{"raw_affiliation_string":"Faculty of Electrical Engineering and Communications, Brno University of Technology, Czech Republic","institution_ids":["https://openalex.org/I60587646"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5023865827","display_name":"Ji\u0159\u00ed Mekyska","orcid":"https://orcid.org/0000-0002-6195-193X"},"institutions":[{"id":"https://openalex.org/I60587646","display_name":"Brno University of Technology","ror":"https://ror.org/03613d656","country_code":"CZ","type":"education","lineage":["https://openalex.org/I60587646"]}],"countries":["CZ"],"is_corresponding":false,"raw_author_name":"Jiri Mekyska","raw_affiliation_strings":["Faculty of Electrical Engineering and Communications, Brno University of Technology, Brno, Czech Republic","Faculty of Electrical Engineering and Communications, Brno University of Technology, Czech Republic"],"affiliations":[{"raw_affiliation_string":"Faculty of Electrical Engineering and Communications, Brno University of Technology, Brno, Czech Republic","institution_ids":["https://openalex.org/I60587646"]},{"raw_affiliation_string":"Faculty of Electrical Engineering and Communications, Brno University of Technology, Czech Republic","institution_ids":["https://openalex.org/I60587646"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5027414361","display_name":"Zden\u011bk Sm\u00e9kal","orcid":"https://orcid.org/0000-0002-8483-5448"},"institutions":[{"id":"https://openalex.org/I60587646","display_name":"Brno University of Technology","ror":"https://ror.org/03613d656","country_code":"CZ","type":"education","lineage":["https://openalex.org/I60587646"]}],"countries":["CZ"],"is_corresponding":false,"raw_author_name":"Zdenek Smekal","raw_affiliation_strings":["Faculty of Electrical Engineering and Communications, Brno University of Technology, Brno, Czech Republic","Faculty of Electrical Engineering and Communications, Brno University of Technology, Czech Republic"],"affiliations":[{"raw_affiliation_string":"Faculty of Electrical Engineering and Communications, Brno University of Technology, Brno, Czech Republic","institution_ids":["https://openalex.org/I60587646"]},{"raw_affiliation_string":"Faculty of Electrical Engineering and Communications, Brno University of Technology, Czech Republic","institution_ids":["https://openalex.org/I60587646"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5010046435","display_name":"Irena Rektorov\u00e1","orcid":"https://orcid.org/0000-0002-5455-4573"},"institutions":[{"id":"https://openalex.org/I21449261","display_name":"Masaryk University","ror":"https://ror.org/02j46qs45","country_code":"CZ","type":"education","lineage":["https://openalex.org/I21449261"]}],"countries":["CZ"],"is_corresponding":false,"raw_author_name":"Irena Rektorova","raw_affiliation_strings":["First Department of Neurology, Masaryk University, Brno, Czech Republic","First Department of Neurology, CEITEC MU, Masaryk University, Brno, Czech Republic"],"affiliations":[{"raw_affiliation_string":"First Department of Neurology, Masaryk University, Brno, Czech Republic","institution_ids":["https://openalex.org/I21449261"]},{"raw_affiliation_string":"First Department of Neurology, CEITEC MU, Masaryk University, Brno, Czech Republic","institution_ids":["https://openalex.org/I21449261"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5080350639","display_name":"Lucia Mas\u00e1rov\u00e1","orcid":"https://orcid.org/0000-0001-6624-4196"},"institutions":[{"id":"https://openalex.org/I21449261","display_name":"Masaryk University","ror":"https://ror.org/02j46qs45","country_code":"CZ","type":"education","lineage":["https://openalex.org/I21449261"]}],"countries":["CZ"],"is_corresponding":false,"raw_author_name":"Lucia Masarova","raw_affiliation_strings":["First Department of Neurology, Masaryk University, Brno, Czech Republic","First Department of Neurology, CEITEC MU, Masaryk University, Brno, Czech Republic"],"affiliations":[{"raw_affiliation_string":"First Department of Neurology, Masaryk University, Brno, Czech Republic","institution_ids":["https://openalex.org/I21449261"]},{"raw_affiliation_string":"First Department of Neurology, CEITEC MU, Masaryk University, Brno, Czech Republic","institution_ids":["https://openalex.org/I21449261"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5056214167","display_name":"Marcos Fa\u00fandez-Zanuy","orcid":"https://orcid.org/0000-0003-0605-1282"},"institutions":[{"id":"https://openalex.org/I4210134155","display_name":"Hospital de Matar\u00f3","ror":"https://ror.org/04cy4z909","country_code":"ES","type":"healthcare","lineage":["https://openalex.org/I4210134155"]}],"countries":["ES"],"is_corresponding":false,"raw_author_name":"Marcos Faundez-Zanuy","raw_affiliation_strings":["Tecnocampus Escola Universitaria Politecnica de Mataro, Mataro, Spain","Tecnocampus, Escola Universitaria Politecnica de Mataro, Spain"],"affiliations":[{"raw_affiliation_string":"Tecnocampus Escola Universitaria Politecnica de Mataro, Mataro, Spain","institution_ids":["https://openalex.org/I4210134155"]},{"raw_affiliation_string":"Tecnocampus, Escola Universitaria Politecnica de Mataro, Spain","institution_ids":[]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":6,"corresponding_author_ids":["https://openalex.org/A5075926177"],"corresponding_institution_ids":["https://openalex.org/I60587646"],"apc_list":null,"apc_paid":null,"fwci":1.7756,"has_fulltext":false,"cited_by_count":46,"citation_normalized_percentile":{"value":0.83736858,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":90,"max":99},"biblio":{"volume":null,"issue":null,"first_page":"344","last_page":"348"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10085","display_name":"Parkinson's Disease Mechanisms and Treatments","score":0.9886000156402588,"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/T10085","display_name":"Parkinson's Disease Mechanisms and Treatments","score":0.9886000156402588,"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/T10863","display_name":"Voice and Speech Disorders","score":0.9865000247955322,"subfield":{"id":"https://openalex.org/subfields/2737","display_name":"Physiology"},"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/handwriting","display_name":"Handwriting","score":0.8668704032897949},{"id":"https://openalex.org/keywords/parkinsons-disease","display_name":"Parkinson's disease","score":0.6535886526107788},{"id":"https://openalex.org/keywords/hilbert\u2013huang-transform","display_name":"Hilbert\u2013Huang transform","score":0.6413339376449585},{"id":"https://openalex.org/keywords/modalities","display_name":"Modalities","score":0.5799829363822937},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.5300856232643127},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.47190791368484497},{"id":"https://openalex.org/keywords/speech-recognition","display_name":"Speech recognition","score":0.4434930980205536},{"id":"https://openalex.org/keywords/physical-medicine-and-rehabilitation","display_name":"Physical medicine and rehabilitation","score":0.43145832419395447},{"id":"https://openalex.org/keywords/normalization","display_name":"Normalization (sociology)","score":0.4202519655227661},{"id":"https://openalex.org/keywords/kinematics","display_name":"Kinematics","score":0.41825294494628906},{"id":"https://openalex.org/keywords/disease","display_name":"Disease","score":0.34251096844673157},{"id":"https://openalex.org/keywords/medicine","display_name":"Medicine","score":0.2305336594581604},{"id":"https://openalex.org/keywords/pathology","display_name":"Pathology","score":0.1665094792842865},{"id":"https://openalex.org/keywords/computer-vision","display_name":"Computer vision","score":0.1638125479221344}],"concepts":[{"id":"https://openalex.org/C2779386606","wikidata":"https://www.wikidata.org/wiki/Q2393642","display_name":"Handwriting","level":2,"score":0.8668704032897949},{"id":"https://openalex.org/C2779734285","wikidata":"https://www.wikidata.org/wiki/Q11085","display_name":"Parkinson's disease","level":3,"score":0.6535886526107788},{"id":"https://openalex.org/C25570617","wikidata":"https://www.wikidata.org/wiki/Q1006462","display_name":"Hilbert\u2013Huang transform","level":3,"score":0.6413339376449585},{"id":"https://openalex.org/C2779903281","wikidata":"https://www.wikidata.org/wiki/Q6888026","display_name":"Modalities","level":2,"score":0.5799829363822937},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5300856232643127},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.47190791368484497},{"id":"https://openalex.org/C28490314","wikidata":"https://www.wikidata.org/wiki/Q189436","display_name":"Speech recognition","level":1,"score":0.4434930980205536},{"id":"https://openalex.org/C99508421","wikidata":"https://www.wikidata.org/wiki/Q2678675","display_name":"Physical medicine and rehabilitation","level":1,"score":0.43145832419395447},{"id":"https://openalex.org/C136886441","wikidata":"https://www.wikidata.org/wiki/Q926129","display_name":"Normalization (sociology)","level":2,"score":0.4202519655227661},{"id":"https://openalex.org/C39920418","wikidata":"https://www.wikidata.org/wiki/Q11476","display_name":"Kinematics","level":2,"score":0.41825294494628906},{"id":"https://openalex.org/C2779134260","wikidata":"https://www.wikidata.org/wiki/Q12136","display_name":"Disease","level":2,"score":0.34251096844673157},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.2305336594581604},{"id":"https://openalex.org/C142724271","wikidata":"https://www.wikidata.org/wiki/Q7208","display_name":"Pathology","level":1,"score":0.1665094792842865},{"id":"https://openalex.org/C31972630","wikidata":"https://www.wikidata.org/wiki/Q844240","display_name":"Computer vision","level":1,"score":0.1638125479221344},{"id":"https://openalex.org/C36289849","wikidata":"https://www.wikidata.org/wiki/Q34749","display_name":"Social science","level":1,"score":0.0},{"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/C144024400","wikidata":"https://www.wikidata.org/wiki/Q21201","display_name":"Sociology","level":0,"score":0.0},{"id":"https://openalex.org/C106131492","wikidata":"https://www.wikidata.org/wiki/Q3072260","display_name":"Filter (signal processing)","level":2,"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/C19165224","wikidata":"https://www.wikidata.org/wiki/Q23404","display_name":"Anthropology","level":1,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1109/memea.2015.7145225","is_oa":false,"landing_page_url":"https://doi.org/10.1109/memea.2015.7145225","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2015 IEEE International Symposium on Medical Measurements and Applications (MeMeA) Proceedings","raw_type":"proceedings-article"},{"id":"pmh:oai:arXiv.org:2203.11269","is_oa":true,"landing_page_url":"http://arxiv.org/abs/2203.11269","pdf_url":"https://arxiv.org/pdf/2203.11269","source":{"id":"https://openalex.org/S4306400194","display_name":"arXiv (Cornell University)","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I205783295","host_organization_name":"Cornell University","host_organization_lineage":["https://openalex.org/I205783295"],"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"}],"best_oa_location":{"id":"pmh:oai:arXiv.org:2203.11269","is_oa":true,"landing_page_url":"http://arxiv.org/abs/2203.11269","pdf_url":"https://arxiv.org/pdf/2203.11269","source":{"id":"https://openalex.org/S4306400194","display_name":"arXiv (Cornell University)","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I205783295","host_organization_name":"Cornell University","host_organization_lineage":["https://openalex.org/I205783295"],"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"},"sustainable_development_goals":[{"score":0.5400000214576721,"display_name":"Quality Education","id":"https://metadata.un.org/sdg/4"}],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":24,"referenced_works":["https://openalex.org/W1850975044","https://openalex.org/W1969033665","https://openalex.org/W1969215842","https://openalex.org/W1975590567","https://openalex.org/W1979205968","https://openalex.org/W1979467348","https://openalex.org/W1989159539","https://openalex.org/W1999290220","https://openalex.org/W2007221293","https://openalex.org/W2029985699","https://openalex.org/W2033268532","https://openalex.org/W2080508823","https://openalex.org/W2083023219","https://openalex.org/W2099111195","https://openalex.org/W2101234009","https://openalex.org/W2102147064","https://openalex.org/W2125300464","https://openalex.org/W2134886133","https://openalex.org/W2139724666","https://openalex.org/W2148603752","https://openalex.org/W2157594323","https://openalex.org/W2171000498","https://openalex.org/W6670623990","https://openalex.org/W6675354045"],"related_works":["https://openalex.org/W2388180914","https://openalex.org/W2063708026","https://openalex.org/W2507888814","https://openalex.org/W3118925046","https://openalex.org/W3014107421","https://openalex.org/W2381764175","https://openalex.org/W2561540377","https://openalex.org/W2360066868","https://openalex.org/W3084909207","https://openalex.org/W1694630026"],"abstract_inverted_index":{"In":[0,67],"this":[1],"paper,":[2],"we":[3,76],"evaluate":[4],"the":[5,12,27,59,70,81,92,115],"contribution":[6],"of":[7,14,61,80,91],"different":[8],"handwriting":[9,93,100],"modalities":[10],"to":[11,69],"diagnosis":[13,60],"Parkinson's":[15,62],"disease.":[16],"We":[17,45],"analyse":[18],"on-surface":[19],"movement,":[20],"in-air":[21,31,50],"movement":[22,32,51],"and":[23,33,49,73,87],"pressure":[24,48],"exerted":[25],"on":[26,85],"tablet":[28],"surface.":[29],"Especially":[30],"pressure-based":[34],"features":[35,83],"have":[36],"been":[37],"rarely":[38],"taken":[39],"into":[40],"account":[41],"in":[42],"previous":[43],"studies.":[44],"show":[46],"that":[47,55,99],"also":[52],"possess":[53],"information":[54],"is":[56],"relevant":[57],"for":[58,106,119],"Disease":[63],"(PD)":[64],"from":[65],"handwriting.":[66],"addition":[68],"conventional":[71],"kinematic":[72],"spatio-temporal":[74],"features,":[75],"present":[77],"a":[78],"group":[79],"novel":[82],"based":[84],"entropy":[86],"empirical":[88],"mode":[89],"decomposition":[90],"signal.":[94],"The":[95],"presented":[96],"results":[97],"indicate":[98],"can":[101],"be":[102],"used":[103],"as":[104],"biomarker":[105],"PD":[107,120],"providing":[108],"classification":[109],"performance":[110],"around":[111],"89%":[112],"area":[113],"under":[114],"ROC":[116],"curve":[117],"(AUC)":[118],"classification.":[121]},"counts_by_year":[{"year":2025,"cited_by_count":3},{"year":2024,"cited_by_count":6},{"year":2023,"cited_by_count":2},{"year":2022,"cited_by_count":9},{"year":2021,"cited_by_count":3},{"year":2020,"cited_by_count":9},{"year":2019,"cited_by_count":6},{"year":2018,"cited_by_count":6},{"year":2017,"cited_by_count":1},{"year":2016,"cited_by_count":1}],"updated_date":"2026-03-20T23:20:44.827607","created_date":"2025-10-10T00:00:00"}
