{"id":"https://openalex.org/W2890956466","doi":"https://doi.org/10.1109/icip.2018.8451398","title":"Multi-Task Learning for Predicting Parkinson's Disease Based on Medical Imaging Information","display_name":"Multi-Task Learning for Predicting Parkinson's Disease Based on Medical Imaging Information","publication_year":2018,"publication_date":"2018-09-07","ids":{"openalex":"https://openalex.org/W2890956466","doi":"https://doi.org/10.1109/icip.2018.8451398","mag":"2890956466"},"language":"en","primary_location":{"id":"doi:10.1109/icip.2018.8451398","is_oa":false,"landing_page_url":"https://doi.org/10.1109/icip.2018.8451398","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2018 25th IEEE International Conference on Image Processing (ICIP)","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/A5041957992","display_name":"Aggeliki Vlachostergiou","orcid":"https://orcid.org/0000-0002-7057-5016"},"institutions":[{"id":"https://openalex.org/I174458059","display_name":"National Technical University of Athens","ror":"https://ror.org/03cx6bg69","country_code":"GR","type":"education","lineage":["https://openalex.org/I174458059"]}],"countries":["GR"],"is_corresponding":true,"raw_author_name":"Aggeliki Vlachostergiou","raw_affiliation_strings":["School of Electrical and Computer Engineering, National Technical University of Athens, Athens, Greece"],"affiliations":[{"raw_affiliation_string":"School of Electrical and Computer Engineering, National Technical University of Athens, Athens, Greece","institution_ids":["https://openalex.org/I174458059"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5081511862","display_name":"Athanasios Tagaris","orcid":null},"institutions":[{"id":"https://openalex.org/I174458059","display_name":"National Technical University of Athens","ror":"https://ror.org/03cx6bg69","country_code":"GR","type":"education","lineage":["https://openalex.org/I174458059"]}],"countries":["GR"],"is_corresponding":false,"raw_author_name":"Athanasios Tagaris","raw_affiliation_strings":["School of Electrical and Computer Engineering, National Technical University of Athens, Athens, Greece"],"affiliations":[{"raw_affiliation_string":"School of Electrical and Computer Engineering, National Technical University of Athens, Athens, Greece","institution_ids":["https://openalex.org/I174458059"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5108612969","display_name":"Andreas Stafylopatis","orcid":null},"institutions":[{"id":"https://openalex.org/I174458059","display_name":"National Technical University of Athens","ror":"https://ror.org/03cx6bg69","country_code":"GR","type":"education","lineage":["https://openalex.org/I174458059"]}],"countries":["GR"],"is_corresponding":false,"raw_author_name":"Andreas Stafylopatis","raw_affiliation_strings":["School of Electrical and Computer Engineering, National Technical University of Athens, Athens, Greece"],"affiliations":[{"raw_affiliation_string":"School of Electrical and Computer Engineering, National Technical University of Athens, Athens, Greece","institution_ids":["https://openalex.org/I174458059"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5001457450","display_name":"Stefanos Kollias","orcid":"https://orcid.org/0000-0003-2899-0598"},"institutions":[{"id":"https://openalex.org/I51532219","display_name":"University of Lincoln","ror":"https://ror.org/03yeq9x20","country_code":"GB","type":"education","lineage":["https://openalex.org/I51532219"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Stefanos Kollias","raw_affiliation_strings":["School of Computer Science, University of Lincoln, UK"],"affiliations":[{"raw_affiliation_string":"School of Computer Science, University of Lincoln, UK","institution_ids":["https://openalex.org/I51532219"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":4,"corresponding_author_ids":["https://openalex.org/A5041957992"],"corresponding_institution_ids":["https://openalex.org/I174458059"],"apc_list":null,"apc_paid":null,"fwci":0.9983,"has_fulltext":false,"cited_by_count":16,"citation_normalized_percentile":{"value":0.75935603,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":89,"max":99},"biblio":{"volume":null,"issue":null,"first_page":"2052","last_page":"2056"},"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":0.9912999868392944,"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":0.9912999868392944,"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/T12702","display_name":"Brain Tumor Detection and Classification","score":0.982200026512146,"subfield":{"id":"https://openalex.org/subfields/2808","display_name":"Neurology"},"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/T10919","display_name":"Neurological disorders and treatments","score":0.9538000226020813,"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/parkinsons-disease","display_name":"Parkinson's disease","score":0.7237592935562134},{"id":"https://openalex.org/keywords/task","display_name":"Task (project management)","score":0.6760629415512085},{"id":"https://openalex.org/keywords/disease","display_name":"Disease","score":0.6528627872467041},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6256206035614014},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.612393856048584},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.6094858050346375},{"id":"https://openalex.org/keywords/motor-learning","display_name":"Motor learning","score":0.5090581774711609},{"id":"https://openalex.org/keywords/neurodegeneration","display_name":"Neurodegeneration","score":0.4945068061351776},{"id":"https://openalex.org/keywords/artificial-neural-network","display_name":"Artificial neural network","score":0.49359118938446045},{"id":"https://openalex.org/keywords/deep-learning","display_name":"Deep learning","score":0.44423606991767883},{"id":"https://openalex.org/keywords/neuroscience","display_name":"Neuroscience","score":0.4132535457611084},{"id":"https://openalex.org/keywords/medicine","display_name":"Medicine","score":0.27879437804222107},{"id":"https://openalex.org/keywords/psychology","display_name":"Psychology","score":0.24236705899238586},{"id":"https://openalex.org/keywords/pathology","display_name":"Pathology","score":0.1230875551700592}],"concepts":[{"id":"https://openalex.org/C2779734285","wikidata":"https://www.wikidata.org/wiki/Q11085","display_name":"Parkinson's disease","level":3,"score":0.7237592935562134},{"id":"https://openalex.org/C2780451532","wikidata":"https://www.wikidata.org/wiki/Q759676","display_name":"Task (project management)","level":2,"score":0.6760629415512085},{"id":"https://openalex.org/C2779134260","wikidata":"https://www.wikidata.org/wiki/Q12136","display_name":"Disease","level":2,"score":0.6528627872467041},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6256206035614014},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.612393856048584},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.6094858050346375},{"id":"https://openalex.org/C107690735","wikidata":"https://www.wikidata.org/wiki/Q852461","display_name":"Motor learning","level":2,"score":0.5090581774711609},{"id":"https://openalex.org/C2776925932","wikidata":"https://www.wikidata.org/wiki/Q1755122","display_name":"Neurodegeneration","level":3,"score":0.4945068061351776},{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.49359118938446045},{"id":"https://openalex.org/C108583219","wikidata":"https://www.wikidata.org/wiki/Q197536","display_name":"Deep learning","level":2,"score":0.44423606991767883},{"id":"https://openalex.org/C169760540","wikidata":"https://www.wikidata.org/wiki/Q207011","display_name":"Neuroscience","level":1,"score":0.4132535457611084},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.27879437804222107},{"id":"https://openalex.org/C15744967","wikidata":"https://www.wikidata.org/wiki/Q9418","display_name":"Psychology","level":0,"score":0.24236705899238586},{"id":"https://openalex.org/C142724271","wikidata":"https://www.wikidata.org/wiki/Q7208","display_name":"Pathology","level":1,"score":0.1230875551700592},{"id":"https://openalex.org/C162324750","wikidata":"https://www.wikidata.org/wiki/Q8134","display_name":"Economics","level":0,"score":0.0},{"id":"https://openalex.org/C187736073","wikidata":"https://www.wikidata.org/wiki/Q2920921","display_name":"Management","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/icip.2018.8451398","is_oa":false,"landing_page_url":"https://doi.org/10.1109/icip.2018.8451398","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2018 25th IEEE International Conference on Image Processing (ICIP)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[{"score":0.46000000834465027,"display_name":"Quality Education","id":"https://metadata.un.org/sdg/4"}],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":21,"referenced_works":["https://openalex.org/W1522301498","https://openalex.org/W1563686443","https://openalex.org/W1614862348","https://openalex.org/W1777502006","https://openalex.org/W1804629308","https://openalex.org/W1982827121","https://openalex.org/W2108598243","https://openalex.org/W2111923167","https://openalex.org/W2126064809","https://openalex.org/W2145365639","https://openalex.org/W2162888803","https://openalex.org/W2170505850","https://openalex.org/W2194775991","https://openalex.org/W2619486035","https://openalex.org/W2740739942","https://openalex.org/W2743780043","https://openalex.org/W2964121744","https://openalex.org/W3104240813","https://openalex.org/W3209042722","https://openalex.org/W4249888301","https://openalex.org/W6637770027"],"related_works":["https://openalex.org/W2794217300","https://openalex.org/W2764192351","https://openalex.org/W2965213848","https://openalex.org/W1886844647","https://openalex.org/W4313648027","https://openalex.org/W4323652623","https://openalex.org/W4327554146","https://openalex.org/W4308332022","https://openalex.org/W2903220633","https://openalex.org/W2112360486"],"abstract_inverted_index":{"Parkinson's":[0,66,92],"disease":[1,23,44],"(PD)":[2],"is":[3,24,45],"a":[4,46,100],"long-term":[5],"degenerative":[6],"disorder":[7],"of":[8,37,43,52,57,65,91,113,142,151],"the":[9,21,35,50,63,140,149,161,171],"central":[10],"nervous":[11],"system,":[12],"with":[13,60,95,99,126,131],"symptoms":[14],"generally":[15],"appearing":[16],"slowly":[17],"over":[18,144],"time.":[19],"Predicting":[20],"PD":[22,53],"critical":[25],"as":[26,164,166],"motor":[27],"and":[28,168],"non-motor":[29],"manifestations":[30],"occur":[31],"many":[32],"years":[33],"after":[34],"onset":[36],"neurodegeneration,":[38],"hence":[39],"its":[40],"early":[41],"management":[42],"significant":[47],"challenge":[48],"in":[49],"field":[51],"therapeutics.":[54],"While":[55],"part":[56],"previous":[58],"studies":[59],"respect":[61],"to":[62,155,174],"prediction":[64,90],"Disease":[67,93],"has":[68],"been":[69,82],"based":[70],"mainly":[71],"on":[72,121],"brain":[73],"images,":[74],"dependencies":[75],"between":[76],"additional":[77,96],"patients'":[78,97,114],"information":[79,115],"have":[80],"not":[81],"taken":[83],"into":[84],"account.":[85],"This":[86],"observation":[87],"suggests":[88],"that":[89,109],"along":[94],"data":[98],"unified":[101],"framework":[102,119],"should":[103],"outperform":[104],"Machine":[105],"Learning":[106,123,146],"(ML)":[107],"algorithms":[108],"treat":[110],"different":[111],"sources":[112],"separately.":[116],"Our":[117,135],"presented":[118],"relies":[120],"Multi-Task":[122],"(MTL)":[124],"implemented":[125],"Deep":[127],"Neural":[128],"Networks":[129],"(DNNs)":[130],"shared":[132],"hidden":[133],"layers.":[134],"preliminary":[136],"experimental":[137],"results":[138],"confirm":[139],"benefits":[141],"MTL":[143],"Single-Task":[145],"(STL),":[147],"underlying":[148],"capability":[150],"our":[152],"proposed":[153],"system":[154],"achieve":[156],"an":[157],"increased":[158],"Area":[159],"Under":[160],"Curve":[162],"(AUC)":[163],"high":[165],"92%":[167],"helping":[169],"at":[170],"same":[172],"time":[173],"reduce":[175],"human":[176],"error.":[177]},"counts_by_year":[{"year":2026,"cited_by_count":1},{"year":2025,"cited_by_count":5},{"year":2023,"cited_by_count":3},{"year":2022,"cited_by_count":1},{"year":2021,"cited_by_count":5},{"year":2020,"cited_by_count":1}],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}