Transformer-based deep neural network language models for Alzheimer’s disease risk assessment from targeted speech

被引：0
作者：
Alireza Roshanzamir
Hamid Aghajan
Mahdieh Soleymani Baghshah
机构：
[1] Sharif University of Technology,Department of Computer Engineering
[2] Sharif University of Technology,Department of Electrical Engineering
来源：
BMC Medical Informatics and Decision Making | / 21卷
关键词：
Alzheimer’s disease; Early risk assessment; Picture description test; Deep learning; Transformer; Natural language processing; Language model; Transfer learning;
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
  • [31] Natural language processing-based classification of early Alzheimer's disease from connected speech
    Balabin, Helena
    Tamm, Bastiaan
    Spruyt, Laure
    Dusart, Nathalie
    Kabouche, Ines
    Eycken, Ella
    Statz, Kevin
    De Meyer, Steffi
    Van Hamme, Hugo
    Dupont, Patrick
    Moens, Marie-Francine
    Vandenberghe, Rik
    ALZHEIMERS & DEMENTIA, 2025, 21 (02)
  • [32] BERT Learns From Electroencephalograms About Parkinson's Disease: Transformer-Based Models for Aid Diagnosis
    Nogales, Alberto
    Garcia-Tejedor, Alvaro J.
    Maitin, Ana M.
    Perez-Morales, Antonio
    Dolores Del Castillo, Maria
    Pablo Romero, Juan
    IEEE ACCESS, 2022, 10 : 101672 - 101682
  • [33] Volumetric Feature-Based Alzheimer's Disease Diagnosis From sMRI Data Using a Convolutional Neural Network and a Deep Neural Network
    Basher, Abol
    Kim, Byeong C.
    Lee, Kun Ho
    Jung, Ho Yub
    IEEE ACCESS, 2021, 9 : 29870 - 29882
  • [34] Alzheimer's disease detection using residual neural network with LSTM hybrid deep learning models
    Vidhya, R.
    Banavath, Dhanalaxmi
    Kayalvili, S.
    Naidu, Swarna Mahesh
    Prabu, V. Charles
    Sugumar, D.
    Hemalatha, R.
    Vimal, S.
    Vidhya, R. G.
    JOURNAL OF INTELLIGENT & FUZZY SYSTEMS, 2023, 45 (06) : 12095 - 12109
  • [35] A systematic literature review of automatic Alzheimer's disease detection from speech and language
    Petti, Ulla
    Baker, Simon
    Korhonen, Anna
    JOURNAL OF THE AMERICAN MEDICAL INFORMATICS ASSOCIATION, 2020, 27 (11) : 1784 - 1797
  • [36] A transformer-based neural network for ignition location prediction from the final wildfire perimeter
    Qiao, Yuming
    Jiang, Wenyu
    Su, Guofeng
    Jiang, Juncai
    Li, Xin
    Wang, Fei
    ENVIRONMENTAL MODELLING & SOFTWARE, 2024, 172
  • [37] Transfer Learning-Based Ensemble of Deep Neural Architectures for Alzheimer's and Parkinson's Disease Classification
    Vimbi, Viswan
    Shaffi, Noushath
    Mahmud, Mufti
    Subramanian, Karthikeyan
    Hajamohideen, Faizal
    APPLIED INTELLIGENCE AND INFORMATICS, AII 2023, 2024, 2065 : 186 - 204
  • [38] Deep Learning Based Neural Network for Six-Class-Classification of Alzheimer's Disease Stages Based on MRI Images
    Roerup, Tim
    Rojas, I
    Pomares, H.
    Gloesekoetter, P.
    ADVANCES IN COMPUTATIONAL INTELLIGENCE, IWANN 2021, PT I, 2021, 12861 : 15 - 23
  • [39] Presenting a novel approach based on deep learning neural network and using brain images to diagnose Alzheimer's disease
    Zhao, Shuang
    Li, Meixiuli
    Huajin
    Yu, Linlan
    Tang, Yufei
    PROCEEDINGS OF THE INDIAN NATIONAL SCIENCE ACADEMY, 2023, 89 (04): : 884 - 890
  • [40] To BERT or Not To BERT: Comparing Speech and Language-based Approaches for Alzheimer's Disease Detection
    Balagopalan, Aparna
    Eyre, Benjamin
    Rudzicz, Frank
    Novikova, Jekaterina
    INTERSPEECH 2020, 2020, : 2167 - 2171
12345