Performance of machine learning algorithms for dementia assessment: impacts of language tasks, recording media, and modalities

被引：0
作者：
Mahboobeh (Mah) Parsapoor (Parsa)
Muhammad Raisul Alam
Alex Mihailidis
机构：
[1] Centre de Recherche Informatique de Montréal (CRIM),Department of Computer Science
[2] University of Toronto,Department Occupational Science and Occupational Therapy
[3] University of Toronto,Institute of Biomedical Engineering
[4] Vector Institute,undefined
[5] University of Toronto,undefined
来源：
BMC Medical Informatics and Decision Making | / 23卷
关键词：
Dementia; Alzheimer’s disease; Mild cognitive impairment; Acoustic features; Linguistic features; Machine learning; Language impairments; Language assessment methods; Speech assessment methods;
D O I：
暂无
中图分类号：
学科分类号：
摘要：
引用
收藏
相关论文
共 50 条
[1]   Performance of machine learning algorithms for dementia assessment: impacts of language tasks, recording media, and modalities [J].
Parsapoor , Mahboobeh ;
Alam, Muhammad Raisul ;
Mihailidis, Alex .
BMC MEDICAL INFORMATICS AND DECISION MAKING, 2023, 23 (01)
[2]   Performance Comparison of Machine Learning Algorithms for Dementia Progression Detection [J].
Tripathi, Tripti ;
Kumar, Rakesh .
INTERNATIONAL JOURNAL OF SOFTWARE SCIENCE AND COMPUTATIONAL INTELLIGENCE-IJSSCI, 2022, 14 (01)
[3]   Classification and Analysis of Dementia using Machine Learning Algorithms [J].
Arora, Aakarsh ;
Gourisaria, Mahendra Kumar ;
Chatterjee, Rajdeep .
2022 IEEE INTERNATIONAL CONFERENCE ON ELECTRONICS, COMPUTING AND COMMUNICATION TECHNOLOGIES, CONECCT, 2022,
[4]   Machine and deep learning algorithms for classifying different types of dementia: A literature review [J].
Noroozi, Masoud ;
Gholami, Mohammadreza ;
Sadeghsalehi, Hamidreza ;
Behzadi, Saleh ;
Habibzadeh, Adrina ;
Erabi, Gisou ;
Sadatmadani, Sayedeh-Fatemeh ;
Diyanati, Mitra ;
Rezaee, Aryan ;
Dianati, Maryam ;
Rasoulian, Pegah ;
Rood, Yashar Khani Siyah ;
Ilati, Fatemeh ;
Hadavi, Seyed Morteza ;
Mojeni, Fariba Arbab ;
Roostaie, Minoo ;
Deravi, Niloofar .
APPLIED NEUROPSYCHOLOGY-ADULT, 2024,
[5]   Performance of Machine Learning Algorithms for Predicting Progression to Dementia in Memory Clinic Patients [J].
James, Charlotte ;
Ranson, Janice M. ;
Everson, Richard ;
Llewellyn, David J. .
JAMA NETWORK OPEN, 2021, 4 (12)
[6]   Performance Assessment of Various Machine Learning Algorithms in Recommendation [J].
Ranjan, Siddharth ;
Pandey, Trilok Nath ;
Dash, Bibhuti Bhusan ;
Mishra, Manoj Ranjan ;
De, Utpal Chandra ;
Patra, Sudhansu Shekhar .
2024 SECOND INTERNATIONAL CONFERENCE ON INVENTIVE COMPUTING AND INFORMATICS, ICICI 2024, 2024, :292-297
[7]   Predicting progression to dementia with "comprehensive visual rating scale" and machine learning algorithms [J].
Park, Chaeyoon ;
Jang, Jae-Won ;
Joo, Gihun ;
Kim, Yeshin ;
Kim, Seongheon ;
Byeon, Gihwan ;
Park, Sang Won ;
Kasani, Payam Hosseinzadeh ;
Yum, Sujin ;
Pyun, Jung-Min ;
Park, Young Ho ;
Lim, Jae-Sung ;
Youn, Young Chul ;
Choi, Hyun-Soo ;
Park, Chihyun ;
Im, Hyeonseung ;
Kim, SangYun .
FRONTIERS IN NEUROLOGY, 2022, 13
[8]   Diagnosis of Alzheimer's disease and behavioural variant frontotemporal dementia with machine learning-aided neuropsychological assessment using feature engineering and genetic algorithms [J].
Garcia-Gutierrez, Fernando ;
Delgado-Alvarez, Alfonso ;
Delgado-Alonso, Cristina ;
Diaz-Alvarez, Josefa ;
Pytel, Vanesa ;
Valles-Salgado, Maria ;
Jose Gil, Maria ;
Hernandez-Lorenzo, Laura ;
Matias-Guiu, Jorge ;
Ayala, Jose L. ;
Matias-Guiu, Jordi A. .
INTERNATIONAL JOURNAL OF GERIATRIC PSYCHIATRY, 2022, 37 (02)
[9]   A hybrid machine learning algorithm approach to predictive maintenance tasks: A comparison with machine learning algorithms [J].
Paredes, Jorge ;
Chavez, Danilo ;
Isa-Jara, Ramiro ;
Vargas, Diego .
RESULTS IN ENGINEERING, 2025, 26
[10]   Impacts of Feature Selection on Predicting Machine Failures by Machine Learning Algorithms [J].
Bezerra, Francisco Elanio ;
de Oliveira Neto, Geraldo Cardoso ;
Cervi, Gabriel Magalhaes ;
Mazetto, Rafaella Francesconi ;
de Faria, Aline Mariane ;
Vido, Marcos ;
Lima, Gustavo Araujo ;
de Araujo, Sidnei Alves ;
Sampaio, Mauro ;
Amorim, Marlene .
APPLIED SCIENCES-BASEL, 2024, 14 (08)
12345