{"id":"https://openalex.org/W2972789792","doi":"https://doi.org/10.1145/3307339.3342185","title":"Multivariate Multi-step Deep Learning Time Series Approach in Forecasting Parkinson's Disease Future Severity Progression","display_name":"Multivariate Multi-step Deep Learning Time Series Approach in Forecasting Parkinson's Disease Future Severity Progression","publication_year":2019,"publication_date":"2019-09-04","ids":{"openalex":"https://openalex.org/W2972789792","doi":"https://doi.org/10.1145/3307339.3342185","mag":"2972789792"},"language":"en","primary_location":{"id":"doi:10.1145/3307339.3342185","is_oa":false,"landing_page_url":"https://doi.org/10.1145/3307339.3342185","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 10th ACM International Conference on Bioinformatics, Computational Biology and Health Informatics","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/A5101427547","display_name":"Nur Hafieza Ismail","orcid":"https://orcid.org/0000-0002-8352-6475"},"institutions":[{"id":"https://openalex.org/I91045830","display_name":"Texas A&M University","ror":"https://ror.org/01f5ytq51","country_code":"US","type":"education","lineage":["https://openalex.org/I91045830"]}],"countries":["US"],"is_corresponding":true,"raw_author_name":"Nur Hafieza Ismail","raw_affiliation_strings":["Texas A&amp;M University, College Station, TX, USA"],"affiliations":[{"raw_affiliation_string":"Texas A&amp;M University, College Station, TX, USA","institution_ids":["https://openalex.org/I91045830"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5072191151","display_name":"Mengnan Du","orcid":"https://orcid.org/0000-0002-1614-6069"},"institutions":[{"id":"https://openalex.org/I91045830","display_name":"Texas A&M University","ror":"https://ror.org/01f5ytq51","country_code":"US","type":"education","lineage":["https://openalex.org/I91045830"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Mengnan Du","raw_affiliation_strings":["Texas A&amp;M University, College Station, TX, USA"],"affiliations":[{"raw_affiliation_string":"Texas A&amp;M University, College Station, TX, USA","institution_ids":["https://openalex.org/I91045830"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5038311448","display_name":"Diego C. Mart\u00ednez","orcid":"https://orcid.org/0000-0002-9469-5549"},"institutions":[{"id":"https://openalex.org/I91045830","display_name":"Texas A&M University","ror":"https://ror.org/01f5ytq51","country_code":"US","type":"education","lineage":["https://openalex.org/I91045830"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Diego Martinez","raw_affiliation_strings":["Texas A&amp;M University, College Station, TX, USA"],"affiliations":[{"raw_affiliation_string":"Texas A&amp;M University, College Station, TX, USA","institution_ids":["https://openalex.org/I91045830"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5047567293","display_name":"Zhe He","orcid":"https://orcid.org/0000-0003-3608-0244"},"institutions":[{"id":"https://openalex.org/I103163165","display_name":"Florida State University","ror":"https://ror.org/05g3dte14","country_code":"US","type":"education","lineage":["https://openalex.org/I103163165"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Zhe He","raw_affiliation_strings":["Florida State University, Tallahassee, FL, USA"],"affiliations":[{"raw_affiliation_string":"Florida State University, Tallahassee, FL, USA","institution_ids":["https://openalex.org/I103163165"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":4,"corresponding_author_ids":["https://openalex.org/A5101427547"],"corresponding_institution_ids":["https://openalex.org/I91045830"],"apc_list":null,"apc_paid":null,"fwci":0.6118,"has_fulltext":false,"cited_by_count":11,"citation_normalized_percentile":{"value":0.69539653,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":89,"max":97},"biblio":{"volume":null,"issue":null,"first_page":"383","last_page":"389"},"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":0.9947999715805054,"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":0.9947999715805054,"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":0.9663000106811523,"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/parkinsons-disease","display_name":"Parkinson's disease","score":0.5799132585525513},{"id":"https://openalex.org/keywords/disease","display_name":"Disease","score":0.5636603832244873},{"id":"https://openalex.org/keywords/deep-learning","display_name":"Deep learning","score":0.5420819520950317},{"id":"https://openalex.org/keywords/convolutional-neural-network","display_name":"Convolutional neural network","score":0.5194884538650513},{"id":"https://openalex.org/keywords/rating-scale","display_name":"Rating scale","score":0.48673251271247864},{"id":"https://openalex.org/keywords/recurrent-neural-network","display_name":"Recurrent neural network","score":0.4780626595020294},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.4697606563568115},{"id":"https://openalex.org/keywords/population","display_name":"Population","score":0.45235589146614075},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.4310925006866455},{"id":"https://openalex.org/keywords/medicine","display_name":"Medicine","score":0.3820750415325165},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.376251757144928},{"id":"https://openalex.org/keywords/artificial-neural-network","display_name":"Artificial neural network","score":0.3693677484989166},{"id":"https://openalex.org/keywords/psychology","display_name":"Psychology","score":0.3406899571418762},{"id":"https://openalex.org/keywords/internal-medicine","display_name":"Internal medicine","score":0.1924959123134613},{"id":"https://openalex.org/keywords/developmental-psychology","display_name":"Developmental psychology","score":0.10112076997756958}],"concepts":[{"id":"https://openalex.org/C2779734285","wikidata":"https://www.wikidata.org/wiki/Q11085","display_name":"Parkinson's disease","level":3,"score":0.5799132585525513},{"id":"https://openalex.org/C2779134260","wikidata":"https://www.wikidata.org/wiki/Q12136","display_name":"Disease","level":2,"score":0.5636603832244873},{"id":"https://openalex.org/C108583219","wikidata":"https://www.wikidata.org/wiki/Q197536","display_name":"Deep learning","level":2,"score":0.5420819520950317},{"id":"https://openalex.org/C81363708","wikidata":"https://www.wikidata.org/wiki/Q17084460","display_name":"Convolutional neural network","level":2,"score":0.5194884538650513},{"id":"https://openalex.org/C83849319","wikidata":"https://www.wikidata.org/wiki/Q7295720","display_name":"Rating scale","level":2,"score":0.48673251271247864},{"id":"https://openalex.org/C147168706","wikidata":"https://www.wikidata.org/wiki/Q1457734","display_name":"Recurrent neural network","level":3,"score":0.4780626595020294},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.4697606563568115},{"id":"https://openalex.org/C2908647359","wikidata":"https://www.wikidata.org/wiki/Q2625603","display_name":"Population","level":2,"score":0.45235589146614075},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.4310925006866455},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.3820750415325165},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.376251757144928},{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.3693677484989166},{"id":"https://openalex.org/C15744967","wikidata":"https://www.wikidata.org/wiki/Q9418","display_name":"Psychology","level":0,"score":0.3406899571418762},{"id":"https://openalex.org/C126322002","wikidata":"https://www.wikidata.org/wiki/Q11180","display_name":"Internal medicine","level":1,"score":0.1924959123134613},{"id":"https://openalex.org/C138496976","wikidata":"https://www.wikidata.org/wiki/Q175002","display_name":"Developmental psychology","level":1,"score":0.10112076997756958},{"id":"https://openalex.org/C99454951","wikidata":"https://www.wikidata.org/wiki/Q932068","display_name":"Environmental health","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1145/3307339.3342185","is_oa":false,"landing_page_url":"https://doi.org/10.1145/3307339.3342185","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 10th ACM International Conference on Bioinformatics, Computational Biology and Health Informatics","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[{"score":0.550000011920929,"display_name":"Good health and well-being","id":"https://metadata.un.org/sdg/3"}],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":11,"referenced_works":["https://openalex.org/W2032655680","https://openalex.org/W2098882356","https://openalex.org/W2119033610","https://openalex.org/W2152645708","https://openalex.org/W2163605009","https://openalex.org/W2288074780","https://openalex.org/W2317190231","https://openalex.org/W2525258806","https://openalex.org/W2589994265","https://openalex.org/W2805394410","https://openalex.org/W3120740533"],"related_works":["https://openalex.org/W4226493464","https://openalex.org/W4312417841","https://openalex.org/W3193565141","https://openalex.org/W3133861977","https://openalex.org/W3008584592","https://openalex.org/W2951211570","https://openalex.org/W3103566983","https://openalex.org/W3167935049","https://openalex.org/W3029198973","https://openalex.org/W3088070796"],"abstract_inverted_index":{"Parkinson's":[0],"disease":[1],"is":[2,20],"a":[3,81,107,132,145],"neurodegenerative":[4],"disorder":[5,30],"that":[6,117,159],"affects":[7],"the":[8,13,17,24,32,41,70,101,112,139,166,172],"dopamine":[9],"neurons":[10],"production":[11],"in":[12,31,110,165,171],"middle":[14],"part":[15],"of":[16,40,55,114,168],"brain.":[18],"It":[19,104],"also":[21],"recognized":[22],"as":[23],"second":[25],"most":[26],"common":[27],"degenerative":[28],"nerve":[29],"United":[33],"States":[34],"after":[35],"Alzheimer's":[36],"disease.":[37],"About":[38],"1%":[39],"world":[42],"population":[43],"which":[44],"estimated":[45],"7":[46],"to":[47,77,137],"10":[48],"million":[49],"people":[50],"with":[51,67],"an":[52],"average":[53],"age":[54],"62":[56],"are":[57,65,119],"PD":[58,92,102,108,140,169],"sufferers.":[59],"Every":[60],"year,":[61],"approximately":[62],"60,000":[63],"Americans":[64],"diagnosed":[66],"PD,":[68,86],"and":[69,125],"researchers":[71],"believe":[72],"this":[73],"number":[74],"will":[75],"continue":[76],"grow.":[78],"By":[79],"providing":[80],"computational":[82],"prognosis":[83],"tool":[84],"for":[85],"using":[87,144],"patients'":[88],"dataset":[89],"containing":[90],"clinical":[91],"rating":[93],"scale":[94],"based":[95,122],"on":[96,123],"speech":[97],"features":[98],"could":[99,162],"alleviate":[100],"progression.":[103],"can":[105],"help":[106,164],"patient":[109],"monitoring":[111],"progress":[113],"unusual":[115],"symptoms":[116,141],"they":[118],"currently":[120],"facing":[121],"previous":[124],"current":[126],"recorded":[127],"speech.":[128],"This":[129],"paper":[130],"proposes":[131],"multi-step":[133],"time":[134],"series":[135],"approach":[136],"forecasting":[138,167],"progression":[142,170],"model":[143,161],"deep":[146],"neural":[147,152],"network":[148,153],"method,":[149],"multichannel":[150],"convolutional":[151],"(CNN).":[154],"The":[155],"experimental":[156],"results":[157],"show":[158],"our":[160],"remarkably":[163],"coming":[173],"week/s.":[174]},"counts_by_year":[{"year":2025,"cited_by_count":3},{"year":2024,"cited_by_count":3},{"year":2022,"cited_by_count":3},{"year":2020,"cited_by_count":1}],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}
