{"id":"https://openalex.org/W3088166725","doi":"https://doi.org/10.1080/0952813x.2020.1818290","title":"Improving Alzheimer\u2019s disease classification by performing data fusion with vascular dementia and stroke data","display_name":"Improving Alzheimer\u2019s disease classification by performing data fusion with vascular dementia and stroke data","publication_year":2020,"publication_date":"2020-09-29","ids":{"openalex":"https://openalex.org/W3088166725","doi":"https://doi.org/10.1080/0952813x.2020.1818290","mag":"3088166725"},"language":"en","primary_location":{"id":"doi:10.1080/0952813x.2020.1818290","is_oa":false,"landing_page_url":"https://doi.org/10.1080/0952813x.2020.1818290","pdf_url":null,"source":{"id":"https://openalex.org/S153467142","display_name":"Journal of Experimental & Theoretical Artificial Intelligence","issn_l":"0952-813X","issn":["0952-813X","1362-3079"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310320547","host_organization_name":"Taylor & Francis","host_organization_lineage":["https://openalex.org/P4310320547","https://openalex.org/P4310320449"],"host_organization_lineage_names":["Taylor & Francis","Informa"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Journal of Experimental &amp; Theoretical Artificial Intelligence","raw_type":"journal-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/A5045389796","display_name":"Zoran Bosni\u0107","orcid":"https://orcid.org/0000-0003-0501-7146"},"institutions":[{"id":"https://openalex.org/I153976015","display_name":"University of Ljubljana","ror":"https://ror.org/05njb9z20","country_code":"SI","type":"education","lineage":["https://openalex.org/I153976015"]}],"countries":["SI"],"is_corresponding":false,"raw_author_name":"Zoran Bosni\u0107","raw_affiliation_strings":["University of Ljubljana, Faculty of Computer and Information Science, Ljubljana, Slovenia"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"University of Ljubljana, Faculty of Computer and Information Science, Ljubljana, Slovenia","institution_ids":["https://openalex.org/I153976015"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5057255585","display_name":"Brankica Brati\u0107","orcid":"https://orcid.org/0000-0002-6388-2704"},"institutions":[{"id":"https://openalex.org/I170726198","display_name":"University of Novi Sad","ror":"https://ror.org/00xa57a59","country_code":"RS","type":"education","lineage":["https://openalex.org/I170726198"]}],"countries":["RS"],"is_corresponding":true,"raw_author_name":"Brankica Brati\u0107","raw_affiliation_strings":["University of Novi Sad, Faculty of Sciences, Novi Sad, Serbia"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"University of Novi Sad, Faculty of Sciences, Novi Sad, Serbia","institution_ids":["https://openalex.org/I170726198"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5000856508","display_name":"Mirjana Ivanovi\u0107","orcid":"https://orcid.org/0000-0003-1946-0384"},"institutions":[{"id":"https://openalex.org/I170726198","display_name":"University of Novi Sad","ror":"https://ror.org/00xa57a59","country_code":"RS","type":"education","lineage":["https://openalex.org/I170726198"]}],"countries":["RS"],"is_corresponding":false,"raw_author_name":"Mirjana Ivanovi\u0107","raw_affiliation_strings":["University of Novi Sad, Faculty of Sciences, Novi Sad, Serbia"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"University of Novi Sad, Faculty of Sciences, Novi Sad, Serbia","institution_ids":["https://openalex.org/I170726198"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5056303890","display_name":"Marija Semnic","orcid":"https://orcid.org/0000-0002-8531-330X"},"institutions":[{"id":"https://openalex.org/I170726198","display_name":"University of Novi Sad","ror":"https://ror.org/00xa57a59","country_code":"RS","type":"education","lineage":["https://openalex.org/I170726198"]}],"countries":["RS"],"is_corresponding":false,"raw_author_name":"Marija Semnic","raw_affiliation_strings":["Clinic of Neurology, Clinical Centre of Vojvodina, Novi Sad, Serbia","University of Novi Sad, Faculty of Medicine, Novi Sad, Serbia"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Clinic of Neurology, Clinical Centre of Vojvodina, Novi Sad, Serbia","institution_ids":[]},{"raw_affiliation_string":"University of Novi Sad, Faculty of Medicine, Novi Sad, Serbia","institution_ids":["https://openalex.org/I170726198"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5024209812","display_name":"Iztok Oder","orcid":null},"institutions":[{"id":"https://openalex.org/I153976015","display_name":"University of Ljubljana","ror":"https://ror.org/05njb9z20","country_code":"SI","type":"education","lineage":["https://openalex.org/I153976015"]}],"countries":["SI"],"is_corresponding":false,"raw_author_name":"Iztok Oder","raw_affiliation_strings":["University of Ljubljana, Faculty of Computer and Information Science, Ljubljana, Slovenia"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"University of Ljubljana, Faculty of Computer and Information Science, Ljubljana, Slovenia","institution_ids":["https://openalex.org/I153976015"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5076546650","display_name":"Vladimir Kurbalija","orcid":"https://orcid.org/0000-0002-9599-4495"},"institutions":[{"id":"https://openalex.org/I170726198","display_name":"University of Novi Sad","ror":"https://ror.org/00xa57a59","country_code":"RS","type":"education","lineage":["https://openalex.org/I170726198"]}],"countries":["RS"],"is_corresponding":false,"raw_author_name":"Vladimir Kurbalija","raw_affiliation_strings":["University of Novi Sad, Faculty of Sciences, Novi Sad, Serbia"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"University of Novi Sad, Faculty of Sciences, Novi Sad, Serbia","institution_ids":["https://openalex.org/I170726198"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5049335866","display_name":"Tijana Vujani\u0107 Stankov","orcid":"https://orcid.org/0000-0003-2086-1898"},"institutions":[{"id":"https://openalex.org/I170726198","display_name":"University of Novi Sad","ror":"https://ror.org/00xa57a59","country_code":"RS","type":"education","lineage":["https://openalex.org/I170726198"]}],"countries":["RS"],"is_corresponding":false,"raw_author_name":"Tijana Vujani\u0107 Stankov","raw_affiliation_strings":["Clinic of Neurology, Clinical Centre of Vojvodina, Novi Sad, Serbia","University of Novi Sad, Faculty of Medicine, Novi Sad, Serbia"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Clinic of Neurology, Clinical Centre of Vojvodina, Novi Sad, Serbia","institution_ids":[]},{"raw_affiliation_string":"University of Novi Sad, Faculty of Medicine, Novi Sad, Serbia","institution_ids":["https://openalex.org/I170726198"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5026219236","display_name":"Vojislava Bugarski Ignjatovi\u0107","orcid":"https://orcid.org/0000-0002-9742-6512"},"institutions":[{"id":"https://openalex.org/I170726198","display_name":"University of Novi Sad","ror":"https://ror.org/00xa57a59","country_code":"RS","type":"education","lineage":["https://openalex.org/I170726198"]}],"countries":["RS"],"is_corresponding":false,"raw_author_name":"Vojislava Bugarski Ignjatovi\u0107","raw_affiliation_strings":["Clinic of Neurology, Clinical Centre of Vojvodina, Novi Sad, Serbia","University of Novi Sad, Faculty of Medicine, Novi Sad, Serbia"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Clinic of Neurology, Clinical Centre of Vojvodina, Novi Sad, Serbia","institution_ids":[]},{"raw_affiliation_string":"University of Novi Sad, Faculty of Medicine, Novi Sad, Serbia","institution_ids":["https://openalex.org/I170726198"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":2,"corresponding_author_ids":["https://openalex.org/A5057255585"],"corresponding_institution_ids":["https://openalex.org/I170726198"],"apc_list":null,"apc_paid":null,"fwci":0.922,"has_fulltext":false,"cited_by_count":4,"citation_normalized_percentile":{"value":0.84694871,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":89,"max":96},"biblio":{"volume":"33","issue":"6","first_page":"1015","last_page":"1032"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11396","display_name":"Artificial Intelligence in Healthcare","score":0.998199999332428,"subfield":{"id":"https://openalex.org/subfields/3605","display_name":"Health Information Management"},"field":{"id":"https://openalex.org/fields/36","display_name":"Health Professions"},"domain":{"id":"https://openalex.org/domains/4","display_name":"Health Sciences"}},"topics":[{"id":"https://openalex.org/T11396","display_name":"Artificial Intelligence in Healthcare","score":0.998199999332428,"subfield":{"id":"https://openalex.org/subfields/3605","display_name":"Health Information Management"},"field":{"id":"https://openalex.org/fields/36","display_name":"Health Professions"},"domain":{"id":"https://openalex.org/domains/4","display_name":"Health Sciences"}},{"id":"https://openalex.org/T13702","display_name":"Machine Learning in Healthcare","score":0.974399983882904,"subfield":{"id":"https://openalex.org/subfields/1702","display_name":"Artificial Intelligence"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T10009","display_name":"Dementia and Cognitive Impairment Research","score":0.9697999954223633,"subfield":{"id":"https://openalex.org/subfields/2738","display_name":"Psychiatry and Mental health"},"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/computer-science","display_name":"Computer science","score":0.7637428045272827},{"id":"https://openalex.org/keywords/naive-bayes-classifier","display_name":"Naive Bayes classifier","score":0.6332886815071106},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.6316226720809937},{"id":"https://openalex.org/keywords/dementia","display_name":"Dementia","score":0.6056405305862427},{"id":"https://openalex.org/keywords/classifier","display_name":"Classifier (UML)","score":0.5670267343521118},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.4704766869544983},{"id":"https://openalex.org/keywords/sensor-fusion","display_name":"Sensor fusion","score":0.4351559579372406},{"id":"https://openalex.org/keywords/regression","display_name":"Regression","score":0.4300587773323059},{"id":"https://openalex.org/keywords/data-set","display_name":"Data set","score":0.4139684736728668},{"id":"https://openalex.org/keywords/disease","display_name":"Disease","score":0.38420772552490234},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.3772791624069214},{"id":"https://openalex.org/keywords/support-vector-machine","display_name":"Support vector machine","score":0.3448154628276825},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.3443976044654846},{"id":"https://openalex.org/keywords/medicine","display_name":"Medicine","score":0.17020824551582336},{"id":"https://openalex.org/keywords/statistics","display_name":"Statistics","score":0.11241543292999268},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.07407671213150024}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7637428045272827},{"id":"https://openalex.org/C52001869","wikidata":"https://www.wikidata.org/wiki/Q812530","display_name":"Naive Bayes classifier","level":3,"score":0.6332886815071106},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.6316226720809937},{"id":"https://openalex.org/C2779483572","wikidata":"https://www.wikidata.org/wiki/Q83030","display_name":"Dementia","level":3,"score":0.6056405305862427},{"id":"https://openalex.org/C95623464","wikidata":"https://www.wikidata.org/wiki/Q1096149","display_name":"Classifier (UML)","level":2,"score":0.5670267343521118},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.4704766869544983},{"id":"https://openalex.org/C33954974","wikidata":"https://www.wikidata.org/wiki/Q486494","display_name":"Sensor fusion","level":2,"score":0.4351559579372406},{"id":"https://openalex.org/C83546350","wikidata":"https://www.wikidata.org/wiki/Q1139051","display_name":"Regression","level":2,"score":0.4300587773323059},{"id":"https://openalex.org/C58489278","wikidata":"https://www.wikidata.org/wiki/Q1172284","display_name":"Data set","level":2,"score":0.4139684736728668},{"id":"https://openalex.org/C2779134260","wikidata":"https://www.wikidata.org/wiki/Q12136","display_name":"Disease","level":2,"score":0.38420772552490234},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.3772791624069214},{"id":"https://openalex.org/C12267149","wikidata":"https://www.wikidata.org/wiki/Q282453","display_name":"Support vector machine","level":2,"score":0.3448154628276825},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.3443976044654846},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.17020824551582336},{"id":"https://openalex.org/C105795698","wikidata":"https://www.wikidata.org/wiki/Q12483","display_name":"Statistics","level":1,"score":0.11241543292999268},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.07407671213150024},{"id":"https://openalex.org/C142724271","wikidata":"https://www.wikidata.org/wiki/Q7208","display_name":"Pathology","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1080/0952813x.2020.1818290","is_oa":false,"landing_page_url":"https://doi.org/10.1080/0952813x.2020.1818290","pdf_url":null,"source":{"id":"https://openalex.org/S153467142","display_name":"Journal of Experimental & Theoretical Artificial Intelligence","issn_l":"0952-813X","issn":["0952-813X","1362-3079"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310320547","host_organization_name":"Taylor & Francis","host_organization_lineage":["https://openalex.org/P4310320547","https://openalex.org/P4310320449"],"host_organization_lineage_names":["Taylor & Francis","Informa"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Journal of Experimental &amp; Theoretical Artificial Intelligence","raw_type":"journal-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G2210672577","display_name":null,"funder_award_id":"ON179006","funder_id":"https://openalex.org/F4320322729","funder_display_name":"Ministarstvo Prosvete, Nauke i Tehnolo\u0161kog Razvoja"},{"id":"https://openalex.org/G460561232","display_name":null,"funder_award_id":"projects 451-03-68/2020-14/200125","funder_id":"https://openalex.org/F4320322729","funder_display_name":"Ministarstvo Prosvete, Nauke i Tehnolo\u0161kog Razvoja"}],"funders":[{"id":"https://openalex.org/F4320322729","display_name":"Ministarstvo Prosvete, Nauke i Tehnolo\u0161kog Razvoja","ror":"https://ror.org/01znas443"}],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":44,"referenced_works":["https://openalex.org/W1500895378","https://openalex.org/W1581627189","https://openalex.org/W1948745668","https://openalex.org/W1973486624","https://openalex.org/W1979268377","https://openalex.org/W1989294823","https://openalex.org/W1990275483","https://openalex.org/W2014418634","https://openalex.org/W2015259521","https://openalex.org/W2017260345","https://openalex.org/W2025290060","https://openalex.org/W2054540100","https://openalex.org/W2054648295","https://openalex.org/W2078551663","https://openalex.org/W2078563723","https://openalex.org/W2083780116","https://openalex.org/W2086482881","https://openalex.org/W2096321911","https://openalex.org/W2101282194","https://openalex.org/W2112150247","https://openalex.org/W2116184737","https://openalex.org/W2120233273","https://openalex.org/W2126598020","https://openalex.org/W2128251808","https://openalex.org/W2133491032","https://openalex.org/W2139903016","https://openalex.org/W2146089088","https://openalex.org/W2156220037","https://openalex.org/W2167638846","https://openalex.org/W2167969178","https://openalex.org/W2191487670","https://openalex.org/W2419226423","https://openalex.org/W2588978745","https://openalex.org/W2754399299","https://openalex.org/W2767079746","https://openalex.org/W2799428269","https://openalex.org/W2799812114","https://openalex.org/W2803144007","https://openalex.org/W2889316020","https://openalex.org/W2890127379","https://openalex.org/W2898543815","https://openalex.org/W2965896369","https://openalex.org/W2979313212","https://openalex.org/W3014251530"],"related_works":["https://openalex.org/W2394466068","https://openalex.org/W1987683558","https://openalex.org/W2726838704","https://openalex.org/W4220802396","https://openalex.org/W2393473353","https://openalex.org/W2373790322","https://openalex.org/W2171665309","https://openalex.org/W2185091225","https://openalex.org/W4388022848","https://openalex.org/W2086889680"],"abstract_inverted_index":{"Improvement":[0],"of":[1,7,21,37,58,72,79,90,97,137,144,153,183,195],"prediction":[2,36],"accuracy":[3,53,177,197,205],"and":[4,35,83,121,149,171],"early":[5],"detection":[6],"the":[8,33,49,73,77,80,87,91,95,98,104,173,181,184,199,204],"Alzheimer\u2019s":[9,50,138],"disease":[10,51],"is":[11],"becoming":[12],"increasingly":[13],"important":[14],"for":[15,47,119,125],"managing":[16],"its":[17],"impact":[18],"on":[19,130,134,141,150,198],"lives":[20],"affected":[22,158],"patients.":[23],"Many":[24],"machine":[25],"learning":[26],"approaches":[27,170],"have":[28,156],"been":[29,157],"applied":[30],"to":[31],"support":[32],"diagnosis":[34],"this":[38,41],"illness.":[39],"In":[40,101],"paper":[42],"we":[43,191],"propose":[44],"an":[45,193],"approach":[46],"improving":[48],"classification":[52,176,196],"by":[54,69,85,115,159],"using":[55,116],"data":[56,132,168],"fusion":[57,64,169],"several":[59],"independent":[60],"clinical":[61],"datasets.":[62],"Data":[63],"was":[65],"performed":[66],"twofold:":[67],"1)":[68],"enriching":[70,86],"attributes":[71,78,110],"base":[74,92],"dataset":[75,82,93,136,143,152,201],"with":[76,94,146,166,203],"secondary":[81,99],"2)":[84],"examples":[88,96],"set":[89],"dataset.":[100,209],"both":[102],"cases":[103],"missing":[105],"values":[106],"(for":[107],"newly":[108],"added":[109],"and/or":[111],"examples)":[112],"were":[113],"predicted":[114],"linear":[117],"regression":[118],"numeric":[120],"naive":[122],"Bayes":[123],"classifier":[124],"nominal":[126],"attributes.":[127,186],"We":[128,162],"experimented":[129],"three":[131],"sources:":[133],"a":[135,142,151,160],"disease-impaired":[139],"patients,":[140],"patients":[145,154],"vascular":[147],"dementia,":[148],"who":[155],"stroke.":[161],"fused":[163,185,200],"these":[164],"datasets":[165],"different":[167],"analysed":[172],"improvement":[174],"in":[175],"as":[178,180],"well":[179],"quality":[182],"The":[187],"experiments":[188],"indicated":[189],"that":[190],"obtained":[192,206],"increase":[194],"compared":[202],"from":[207],"individual":[208]},"counts_by_year":[{"year":2025,"cited_by_count":1},{"year":2023,"cited_by_count":2},{"year":2021,"cited_by_count":1}],"updated_date":"2026-08-15T07:11:24.734988","created_date":"2025-10-10T00:00:00"}
