{"id":"https://openalex.org/W4408111644","doi":"https://doi.org/10.5220/0013110200003912","title":"Objective Diagnosis of Depression and Autism Spectrum Disorder Based on fMRI Time Series Statistics","display_name":"Objective Diagnosis of Depression and Autism Spectrum Disorder Based on fMRI Time Series Statistics","publication_year":2025,"publication_date":"2025-01-01","ids":{"openalex":"https://openalex.org/W4408111644","doi":"https://doi.org/10.5220/0013110200003912"},"language":"en","primary_location":{"id":"doi:10.5220/0013110200003912","is_oa":true,"landing_page_url":"https://doi.org/10.5220/0013110200003912","pdf_url":null,"source":null,"license":"cc-by-nc-nd","license_id":"https://openalex.org/licenses/cc-by-nc-nd","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 20th International Joint Conference on Computer Vision, Imaging and Computer Graphics Theory and Applications","raw_type":"proceedings-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://doi.org/10.5220/0013110200003912","any_repository_has_fulltext":null},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5116486609","display_name":"Jakub Szkudlarek","orcid":null},"institutions":[{"id":"https://openalex.org/I83019370","display_name":"Eindhoven University of Technology","ror":"https://ror.org/02c2kyt77","country_code":"NL","type":"education","lineage":["https://openalex.org/I83019370"]}],"countries":["NL"],"is_corresponding":true,"raw_author_name":"Jakub Szkudlarek","raw_affiliation_strings":["Department of Electrical Engineering, Eindhoven University of Technology, The Netherlands"],"affiliations":[{"raw_affiliation_string":"Department of Electrical Engineering, Eindhoven University of Technology, The Netherlands","institution_ids":["https://openalex.org/I83019370"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5058166842","display_name":"Sjir J. C. Schielen","orcid":"https://orcid.org/0009-0005-1223-0449"},"institutions":[{"id":"https://openalex.org/I83019370","display_name":"Eindhoven University of Technology","ror":"https://ror.org/02c2kyt77","country_code":"NL","type":"education","lineage":["https://openalex.org/I83019370"]}],"countries":["NL"],"is_corresponding":false,"raw_author_name":"Sjir Schielen","raw_affiliation_strings":["Department of Electrical Engineering, Eindhoven University of Technology, The Netherlands"],"affiliations":[{"raw_affiliation_string":"Department of Electrical Engineering, Eindhoven University of Technology, The Netherlands","institution_ids":["https://openalex.org/I83019370"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5101411038","display_name":"Catarina Dinis Fernandes","orcid":"https://orcid.org/0000-0002-3967-5836"},"institutions":[{"id":"https://openalex.org/I83019370","display_name":"Eindhoven University of Technology","ror":"https://ror.org/02c2kyt77","country_code":"NL","type":"education","lineage":["https://openalex.org/I83019370"]}],"countries":["NL"],"is_corresponding":false,"raw_author_name":"Catarina Fernandes","raw_affiliation_strings":["Department of Electrical Engineering, Eindhoven University of Technology, The Netherlands"],"affiliations":[{"raw_affiliation_string":"Department of Electrical Engineering, Eindhoven University of Technology, The Netherlands","institution_ids":["https://openalex.org/I83019370"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5077594842","display_name":"Dani\u00ebl Ruijters","orcid":"https://orcid.org/0000-0002-9931-4047"},"institutions":[{"id":"https://openalex.org/I83019370","display_name":"Eindhoven University of Technology","ror":"https://ror.org/02c2kyt77","country_code":"NL","type":"education","lineage":["https://openalex.org/I83019370"]},{"id":"https://openalex.org/I4210122849","display_name":"Philips (Netherlands)","ror":"https://ror.org/02p2bgp27","country_code":"NL","type":"company","lineage":["https://openalex.org/I4210122849"]}],"countries":["NL"],"is_corresponding":false,"raw_author_name":"Danny Ruijters","raw_affiliation_strings":["Department of Electrical Engineering, Eindhoven University of Technology, The Netherlands","Image Guided Therapy, Philips Healthcare, The Netherlands"],"affiliations":[{"raw_affiliation_string":"Department of Electrical Engineering, Eindhoven University of Technology, The Netherlands","institution_ids":["https://openalex.org/I83019370"]},{"raw_affiliation_string":"Image Guided Therapy, Philips Healthcare, The Netherlands","institution_ids":["https://openalex.org/I4210122849"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5003850251","display_name":"Albert P. Aldenkamp","orcid":"https://orcid.org/0000-0003-3362-9756"},"institutions":[{"id":"https://openalex.org/I4210132398","display_name":"Kempenhaeghe","ror":"https://ror.org/03bbe8e53","country_code":"NL","type":"healthcare","lineage":["https://openalex.org/I4210132398"]},{"id":"https://openalex.org/I83019370","display_name":"Eindhoven University of Technology","ror":"https://ror.org/02c2kyt77","country_code":"NL","type":"education","lineage":["https://openalex.org/I83019370"]}],"countries":["NL"],"is_corresponding":false,"raw_author_name":"Albert Aldenkamp","raw_affiliation_strings":["Department of Behavioral Sciences, Epilepsy Center Kempenhaeghe, The Netherlands","Department of Electrical Engineering, Eindhoven University of Technology, The Netherlands"],"affiliations":[{"raw_affiliation_string":"Department of Behavioral Sciences, Epilepsy Center Kempenhaeghe, The Netherlands","institution_ids":["https://openalex.org/I4210132398"]},{"raw_affiliation_string":"Department of Electrical Engineering, Eindhoven University of Technology, The Netherlands","institution_ids":["https://openalex.org/I83019370"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5012511456","display_name":"Svitlana Zinger","orcid":"https://orcid.org/0000-0001-9357-3067"},"institutions":[{"id":"https://openalex.org/I83019370","display_name":"Eindhoven University of Technology","ror":"https://ror.org/02c2kyt77","country_code":"NL","type":"education","lineage":["https://openalex.org/I83019370"]}],"countries":["NL"],"is_corresponding":false,"raw_author_name":"Svitlana Zinger","raw_affiliation_strings":["Department of Electrical Engineering, Eindhoven University of Technology, The Netherlands"],"affiliations":[{"raw_affiliation_string":"Department of Electrical Engineering, Eindhoven University of Technology, The Netherlands","institution_ids":["https://openalex.org/I83019370"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":6,"corresponding_author_ids":["https://openalex.org/A5116486609"],"corresponding_institution_ids":["https://openalex.org/I83019370"],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.0557234,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":"291","last_page":"298"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T12702","display_name":"Brain Tumor Detection and Classification","score":0.6765000224113464,"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"}},"topics":[{"id":"https://openalex.org/T12702","display_name":"Brain Tumor Detection and Classification","score":0.6765000224113464,"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/T13731","display_name":"Advanced Computing and Algorithms","score":0.6560999751091003,"subfield":{"id":"https://openalex.org/subfields/3322","display_name":"Urban Studies"},"field":{"id":"https://openalex.org/fields/33","display_name":"Social Sciences"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},{"id":"https://openalex.org/T12647","display_name":"Traditional Chinese Medicine Studies","score":0.6047999858856201,"subfield":{"id":"https://openalex.org/subfields/2707","display_name":"Complementary and alternative medicine"},"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/series","display_name":"Series (stratigraphy)","score":0.6709772348403931},{"id":"https://openalex.org/keywords/autism-spectrum-disorder","display_name":"Autism spectrum disorder","score":0.607776403427124},{"id":"https://openalex.org/keywords/depression","display_name":"Depression (economics)","score":0.5654700398445129},{"id":"https://openalex.org/keywords/time-series","display_name":"Time series","score":0.4842238426208496},{"id":"https://openalex.org/keywords/autism","display_name":"Autism","score":0.4743422567844391},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.41502296924591064},{"id":"https://openalex.org/keywords/psychology","display_name":"Psychology","score":0.39626070857048035},{"id":"https://openalex.org/keywords/statistics","display_name":"Statistics","score":0.3215099573135376},{"id":"https://openalex.org/keywords/psychiatry","display_name":"Psychiatry","score":0.26263105869293213},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.21123230457305908},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.16157636046409607}],"concepts":[{"id":"https://openalex.org/C143724316","wikidata":"https://www.wikidata.org/wiki/Q312468","display_name":"Series (stratigraphy)","level":2,"score":0.6709772348403931},{"id":"https://openalex.org/C2778538070","wikidata":"https://www.wikidata.org/wiki/Q1436063","display_name":"Autism spectrum disorder","level":3,"score":0.607776403427124},{"id":"https://openalex.org/C2776867660","wikidata":"https://www.wikidata.org/wiki/Q1814941","display_name":"Depression (economics)","level":2,"score":0.5654700398445129},{"id":"https://openalex.org/C151406439","wikidata":"https://www.wikidata.org/wiki/Q186588","display_name":"Time series","level":2,"score":0.4842238426208496},{"id":"https://openalex.org/C205778803","wikidata":"https://www.wikidata.org/wiki/Q38404","display_name":"Autism","level":2,"score":0.4743422567844391},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.41502296924591064},{"id":"https://openalex.org/C15744967","wikidata":"https://www.wikidata.org/wiki/Q9418","display_name":"Psychology","level":0,"score":0.39626070857048035},{"id":"https://openalex.org/C105795698","wikidata":"https://www.wikidata.org/wiki/Q12483","display_name":"Statistics","level":1,"score":0.3215099573135376},{"id":"https://openalex.org/C118552586","wikidata":"https://www.wikidata.org/wiki/Q7867","display_name":"Psychiatry","level":1,"score":0.26263105869293213},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.21123230457305908},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.16157636046409607},{"id":"https://openalex.org/C151730666","wikidata":"https://www.wikidata.org/wiki/Q7205","display_name":"Paleontology","level":1,"score":0.0},{"id":"https://openalex.org/C86803240","wikidata":"https://www.wikidata.org/wiki/Q420","display_name":"Biology","level":0,"score":0.0},{"id":"https://openalex.org/C139719470","wikidata":"https://www.wikidata.org/wiki/Q39680","display_name":"Macroeconomics","level":1,"score":0.0},{"id":"https://openalex.org/C162324750","wikidata":"https://www.wikidata.org/wiki/Q8134","display_name":"Economics","level":0,"score":0.0}],"mesh":[],"locations_count":3,"locations":[{"id":"doi:10.5220/0013110200003912","is_oa":true,"landing_page_url":"https://doi.org/10.5220/0013110200003912","pdf_url":null,"source":null,"license":"cc-by-nc-nd","license_id":"https://openalex.org/licenses/cc-by-nc-nd","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 20th International Joint Conference on Computer Vision, Imaging and Computer Graphics Theory and Applications","raw_type":"proceedings-article"},{"id":"pmh:oai:pure.tue.nl:openaire_cris_publications/482c4986-00a6-4df4-ad2c-807650ec678b","is_oa":false,"landing_page_url":"https://research.tue.nl/en/publications/482c4986-00a6-4df4-ad2c-807650ec678b","pdf_url":null,"source":{"id":"https://openalex.org/S4406922641","display_name":"TU/e Research Portal","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Szkudlarek, J, Schielen, S, Dinis Fernandes, C, Ruijters, D, Aldenkamp, A P & Zinger, S 2025, Objective Diagnosis of Depression and Autism Spectrum Disorder Based on fMRI Time Series Statistics. in VISAGRAPP 2025 : 20th International Joint Conference on Computer Vision, Imaging and Computer Graphics Theory and Applications. pp. 291-298, 20th International Joint Conference on Computer Vision, Imaging and Computer Graphics Theory and Applications, VISIGRAPP 2025, Porto, Portugal, 26/02/25. https://doi.org/10.5220/0013110200003912","raw_type":"info:eu-repo/semantics/publishedVersion"},{"id":"pmh:oai:pure.tue.nl:publications/482c4986-00a6-4df4-ad2c-807650ec678b","is_oa":false,"landing_page_url":"https://www.scopus.com/pages/publications/105001827651","pdf_url":null,"source":{"id":"https://openalex.org/S4406922641","display_name":"TU/e Research Portal","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Szkudlarek, J, Schielen, S, Dinis Fernandes, C, Ruijters, D, Aldenkamp, A P & Zinger, S 2025, Objective Diagnosis of Depression and Autism Spectrum Disorder Based on fMRI Time Series Statistics. in VISAGRAPP 2025 : 20th International Joint Conference on Computer Vision, Imaging and Computer Graphics Theory and Applications. pp. 291-298, 20th International Joint Conference on Computer Vision, Imaging and Computer Graphics Theory and Applications, VISIGRAPP 2025, Porto, Portugal, 26/02/25. https://doi.org/10.5220/0013110200003912","raw_type":"info:eu-repo/semantics/publishedVersion"}],"best_oa_location":{"id":"doi:10.5220/0013110200003912","is_oa":true,"landing_page_url":"https://doi.org/10.5220/0013110200003912","pdf_url":null,"source":null,"license":"cc-by-nc-nd","license_id":"https://openalex.org/licenses/cc-by-nc-nd","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 20th International Joint Conference on Computer Vision, Imaging and Computer Graphics Theory and Applications","raw_type":"proceedings-article"},"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":0,"referenced_works":[],"related_works":["https://openalex.org/W4280602684","https://openalex.org/W4310092953","https://openalex.org/W2227393071","https://openalex.org/W4402326599","https://openalex.org/W1995350144","https://openalex.org/W2082102603","https://openalex.org/W2119012848","https://openalex.org/W2622688551","https://openalex.org/W1550175370","https://openalex.org/W1990205660"],"abstract_inverted_index":{"A":[0,112],"common":[1],"challenge":[2],"in":[3],"diagnosing":[4],"neuropsychiatric":[5,192],"disorders":[6],"is":[7,106,117,150],"the":[8,18,41,52,58,69,91,95,99,162,168,173,181],"lack":[9],"of":[10,21,24,26,44,61,71,98,103,115,124,136,146,183],"objective":[11,42,189],"biomarkers.":[12],"Current":[13],"diagnostic":[14,59],"approaches":[15],"rely":[16],"on":[17,76,90,119,161],"subjective":[19],"interpretation":[20],"observations":[22],"instead":[23],"measurements":[25],"brain":[27],"activity":[28],"obtained":[29],"using":[30,108],"functional":[31],"magnetic":[32],"resonance":[33],"imaging":[34],"(fMRI).":[35],"We":[36,67],"propose":[37],"a":[38,120,143],"method":[39],"for":[40,80,152,191],"diagnosis":[43],"depression":[45,121],"and":[46,78,94,148,154,172],"autism":[47,133],"spectrum":[48],"disorder":[49],"(ASD),":[50],"marking":[51],"first":[53],"known":[54],"experiment":[55],"that":[56],"explores":[57],"performance":[60,102],"only":[62],"fMRI":[63,184],"time":[64,72,185],"series":[65,73,186],"statistics.":[66],"researched":[68],"importance":[70],"statistics":[74,187],"based":[75,89],"ICA":[77,153],"BOLD":[79],"ASD":[81,163],"diagnosis.":[82],"Besides":[83],"well-known":[84],"statistics,":[85],"we":[86],"introduce":[87],"features":[88,105],"first-order":[92],"derivative":[93],"frequency-domain":[96],"representation":[97],"signals.":[100],"The":[101,158],"these":[104],"assessed":[107],"multiple":[109],"machine-learning":[110],"algorithms.":[111],"test":[113,144],"accuracy":[114,145],"69%":[116],"achieved":[118,151],"dataset":[122,134,164],"consisting":[123],"72":[125],"subjects":[126,138],"(51":[127],"depressed,":[128],"21":[129],"controls).":[130],"On":[131],"an":[132],"composed":[135],"49":[137],"(24":[139],"ASD,":[140],"25":[141],"controls),":[142],"67%":[147],"74%":[149],"BOLD-based":[155],"methods":[156],"respectively.":[157],"best":[159],"results":[160,179],"are":[165],"related":[166],"to":[167],"lateral":[169],"sensorimotor":[170],"network":[171],"right":[174],"ventral":[175],"anterior":[176],"region.":[177],"These":[178],"demonstrate":[180],"potential":[182],"as":[188],"biomarkers":[190],"disorders.":[193]},"counts_by_year":[],"updated_date":"2026-03-10T16:38:18.471706","created_date":"2025-10-10T00:00:00"}
