{"id":"https://openalex.org/W2739203077","doi":"https://doi.org/10.1109/memea.2017.7985847","title":"Computer-aided classification of multi-types of dementia via convolutional neural networks","display_name":"Computer-aided classification of multi-types of dementia via convolutional neural networks","publication_year":2017,"publication_date":"2017-05-01","ids":{"openalex":"https://openalex.org/W2739203077","doi":"https://doi.org/10.1109/memea.2017.7985847","mag":"2739203077"},"language":"en","primary_location":{"id":"doi:10.1109/memea.2017.7985847","is_oa":false,"landing_page_url":"https://doi.org/10.1109/memea.2017.7985847","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2017 IEEE International Symposium on Medical Measurements and Applications (MeMeA)","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/A5082483231","display_name":"Elham M. Alkabawi","orcid":null},"institutions":[{"id":"https://openalex.org/I151746483","display_name":"University of Waterloo","ror":"https://ror.org/01aff2v68","country_code":"CA","type":"education","lineage":["https://openalex.org/I151746483"]}],"countries":["CA"],"is_corresponding":true,"raw_author_name":"Elham M. Alkabawi","raw_affiliation_strings":["Department of Electrical and Computer Engineering, University of Waterloo, Waterloo, Ontario, Canada"],"affiliations":[{"raw_affiliation_string":"Department of Electrical and Computer Engineering, University of Waterloo, Waterloo, Ontario, Canada","institution_ids":["https://openalex.org/I151746483"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5038272884","display_name":"Allaa R. Hilal","orcid":"https://orcid.org/0000-0002-9243-9779"},"institutions":[{"id":"https://openalex.org/I151746483","display_name":"University of Waterloo","ror":"https://ror.org/01aff2v68","country_code":"CA","type":"education","lineage":["https://openalex.org/I151746483"]}],"countries":["CA"],"is_corresponding":false,"raw_author_name":"Allaa R. Hilal","raw_affiliation_strings":["Department of Electrical and Computer Engineering, University of Waterloo, Waterloo, Ontario, Canada"],"affiliations":[{"raw_affiliation_string":"Department of Electrical and Computer Engineering, University of Waterloo, Waterloo, Ontario, Canada","institution_ids":["https://openalex.org/I151746483"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5031048152","display_name":"Otman Basir","orcid":"https://orcid.org/0000-0002-6454-0538"},"institutions":[{"id":"https://openalex.org/I151746483","display_name":"University of Waterloo","ror":"https://ror.org/01aff2v68","country_code":"CA","type":"education","lineage":["https://openalex.org/I151746483"]}],"countries":["CA"],"is_corresponding":false,"raw_author_name":"Otman A. Basir","raw_affiliation_strings":["Department of Electrical and Computer Engineering, University of Waterloo, Waterloo, Ontario, Canada"],"affiliations":[{"raw_affiliation_string":"Department of Electrical and Computer Engineering, University of Waterloo, Waterloo, Ontario, Canada","institution_ids":["https://openalex.org/I151746483"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":3,"corresponding_author_ids":["https://openalex.org/A5082483231"],"corresponding_institution_ids":["https://openalex.org/I151746483"],"apc_list":null,"apc_paid":null,"fwci":1.0526,"has_fulltext":false,"cited_by_count":17,"citation_normalized_percentile":{"value":0.76095504,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":89,"max":98},"biblio":{"volume":null,"issue":null,"first_page":"45","last_page":"50"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10009","display_name":"Dementia and Cognitive Impairment Research","score":0.9886999726295471,"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"}},"topics":[{"id":"https://openalex.org/T10009","display_name":"Dementia and Cognitive Impairment Research","score":0.9886999726295471,"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"}},{"id":"https://openalex.org/T12702","display_name":"Brain Tumor Detection and Classification","score":0.9818000197410583,"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/T13702","display_name":"Machine Learning in Healthcare","score":0.9581999778747559,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/dementia","display_name":"Dementia","score":0.9034303426742554},{"id":"https://openalex.org/keywords/false-positive-paradox","display_name":"False positive paradox","score":0.6785064935684204},{"id":"https://openalex.org/keywords/medical-diagnosis","display_name":"Medical diagnosis","score":0.6371130347251892},{"id":"https://openalex.org/keywords/convolutional-neural-network","display_name":"Convolutional neural network","score":0.6258227229118347},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.5840606093406677},{"id":"https://openalex.org/keywords/cad","display_name":"CAD","score":0.5572644472122192},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.5459491610527039},{"id":"https://openalex.org/keywords/computer-aided-diagnosis","display_name":"Computer-aided diagnosis","score":0.4902220368385315},{"id":"https://openalex.org/keywords/deep-learning","display_name":"Deep learning","score":0.4252280592918396},{"id":"https://openalex.org/keywords/disease","display_name":"Disease","score":0.42340704798698425},{"id":"https://openalex.org/keywords/cognition","display_name":"Cognition","score":0.4126679301261902},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.3767073452472687},{"id":"https://openalex.org/keywords/psychiatry","display_name":"Psychiatry","score":0.27111220359802246},{"id":"https://openalex.org/keywords/medicine","display_name":"Medicine","score":0.2622515559196472},{"id":"https://openalex.org/keywords/pathology","display_name":"Pathology","score":0.1099172830581665},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.10154873132705688}],"concepts":[{"id":"https://openalex.org/C2779483572","wikidata":"https://www.wikidata.org/wiki/Q83030","display_name":"Dementia","level":3,"score":0.9034303426742554},{"id":"https://openalex.org/C64869954","wikidata":"https://www.wikidata.org/wiki/Q1859747","display_name":"False positive paradox","level":2,"score":0.6785064935684204},{"id":"https://openalex.org/C534262118","wikidata":"https://www.wikidata.org/wiki/Q177719","display_name":"Medical diagnosis","level":2,"score":0.6371130347251892},{"id":"https://openalex.org/C81363708","wikidata":"https://www.wikidata.org/wiki/Q17084460","display_name":"Convolutional neural network","level":2,"score":0.6258227229118347},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5840606093406677},{"id":"https://openalex.org/C194789388","wikidata":"https://www.wikidata.org/wiki/Q17855283","display_name":"CAD","level":2,"score":0.5572644472122192},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.5459491610527039},{"id":"https://openalex.org/C2779549770","wikidata":"https://www.wikidata.org/wiki/Q1122413","display_name":"Computer-aided diagnosis","level":2,"score":0.4902220368385315},{"id":"https://openalex.org/C108583219","wikidata":"https://www.wikidata.org/wiki/Q197536","display_name":"Deep learning","level":2,"score":0.4252280592918396},{"id":"https://openalex.org/C2779134260","wikidata":"https://www.wikidata.org/wiki/Q12136","display_name":"Disease","level":2,"score":0.42340704798698425},{"id":"https://openalex.org/C169900460","wikidata":"https://www.wikidata.org/wiki/Q2200417","display_name":"Cognition","level":2,"score":0.4126679301261902},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.3767073452472687},{"id":"https://openalex.org/C118552586","wikidata":"https://www.wikidata.org/wiki/Q7867","display_name":"Psychiatry","level":1,"score":0.27111220359802246},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.2622515559196472},{"id":"https://openalex.org/C142724271","wikidata":"https://www.wikidata.org/wiki/Q7208","display_name":"Pathology","level":1,"score":0.1099172830581665},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.10154873132705688},{"id":"https://openalex.org/C199639397","wikidata":"https://www.wikidata.org/wiki/Q1788588","display_name":"Engineering drawing","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/memea.2017.7985847","is_oa":false,"landing_page_url":"https://doi.org/10.1109/memea.2017.7985847","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2017 IEEE International Symposium on Medical Measurements and Applications (MeMeA)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":33,"referenced_works":["https://openalex.org/W90585704","https://openalex.org/W158538858","https://openalex.org/W236122260","https://openalex.org/W1948745668","https://openalex.org/W1971495029","https://openalex.org/W2028941512","https://openalex.org/W2075588526","https://openalex.org/W2076042352","https://openalex.org/W2086316204","https://openalex.org/W2098120923","https://openalex.org/W2132587081","https://openalex.org/W2135011268","https://openalex.org/W2143461767","https://openalex.org/W2146525823","https://openalex.org/W2152513128","https://openalex.org/W2153355613","https://openalex.org/W2158507029","https://openalex.org/W2181347294","https://openalex.org/W2187020092","https://openalex.org/W2286413805","https://openalex.org/W2314264550","https://openalex.org/W2514763871","https://openalex.org/W2752287204","https://openalex.org/W2969438869","https://openalex.org/W4210975612","https://openalex.org/W4237938455","https://openalex.org/W4244326550","https://openalex.org/W4412256468","https://openalex.org/W6640764873","https://openalex.org/W6674708781","https://openalex.org/W6682801087","https://openalex.org/W6685777803","https://openalex.org/W6989966898"],"related_works":["https://openalex.org/W1589419489","https://openalex.org/W4229543669","https://openalex.org/W1783185948","https://openalex.org/W615772105","https://openalex.org/W2999505641","https://openalex.org/W2401866201","https://openalex.org/W2945629533","https://openalex.org/W1554029525","https://openalex.org/W2031523410","https://openalex.org/W2013631688"],"abstract_inverted_index":{"With":[0],"millions":[1],"of":[2,11,33,47,72,84,94,117,123,126,145,147,153,176,178,184],"people":[3],"suffering":[4],"from":[5],"dementia":[6,12,34,95,127,179],"worldwide,":[7],"the":[8,18,28,82,91,102,121,142,151,154,182,185],"global":[9,29],"prevalence":[10],"has":[13,56,112],"a":[14,97,130,135,170],"significant":[15],"impact":[16],"on":[17,63,114],"patients'":[19,48],"lives,":[20],"their":[21],"caregivers'":[22],"physical":[23],"and":[24,27,86,106,180],"emotional":[25],"states,":[26],"economy.":[30],"Early":[31],"diagnosis":[32,60,93,122,139,175],"helps":[35],"in":[36,80,173],"finding":[37],"suitable":[38],"therapies":[39],"that":[40],"reduce":[41],"or":[42],"even":[43],"prevent":[44],"further":[45],"deterioration":[46],"cognitive":[49],"abilities.":[50],"In":[51],"recent":[52],"years,":[53],"state-of-the-art":[54,111],"literature":[55],"proposed":[57,155,167],"various":[58,124],"computer-aided":[59,138],"systems":[61,75],"based":[62],"3-dimensional":[64],"brain":[65,108],"imagery":[66],"analysis":[67],"to":[68,77,101],"identify":[69],"early":[70,92,143,174],"symptoms":[71],"dementia.":[73,148],"These":[74],"aim":[76],"assist":[78],"radiologists":[79],"increasing":[81],"accuracy":[83,172],"diagnoses":[85],"reducing":[87],"false":[88],"positives.":[89],"However,":[90],"is":[96,128],"challenging":[98],"task":[99],"due":[100],"image":[103],"quality,":[104],"noise,":[105],"human":[107],"irregularities.":[109],"The":[110,166],"focused":[113],"differentiating":[115],"multi-stages":[116],"Alzheimer's":[118],"disease,":[119],"however,":[120],"types":[125],"still":[129],"gap.":[131],"This":[132],"paper":[133],"proposes":[134],"deep":[136],"learning-based":[137],"approach":[140],"for":[141,164],"detection":[144],"multi-type":[146,177],"To":[149],"show":[150],"performance":[152],"CAD":[156,160,187],"algorithm,":[157],"three":[158],"conventional":[159],"methods":[161],"are":[162],"implemented":[163],"comparison.":[165],"algorithm":[168],"yields":[169],"74.93%":[171],"outperforms":[181],"state":[183],"art":[186],"methods.":[188]},"counts_by_year":[{"year":2025,"cited_by_count":2},{"year":2024,"cited_by_count":4},{"year":2023,"cited_by_count":2},{"year":2022,"cited_by_count":1},{"year":2021,"cited_by_count":2},{"year":2020,"cited_by_count":2},{"year":2019,"cited_by_count":2},{"year":2018,"cited_by_count":2}],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}