A Multimodal Approach for Early Identification of Mild Cognitive Impairment and Alzheimer's Disease With Fusion Network Using Eye Movements and Speech

Hasnain Ali Shah; Sami Andberg; Anne M. Koivisto; Roman Bednarik

doi:10.1109/TNSRE.2025.3561043

A Multimodal Approach for Early Identification of Mild Cognitive Impairment and Alzheimer's Disease With Fusion Network Using Eye Movements and Speech

Hasnain Ali Shah, Sami Andberg, Anne M. Koivisto, Roman Bednarik

Research output: Contribution to journal › Article › Scientific › peer-review

Original language	English
Journal	IEEE Transactions on Neural Systems and Rehabilitation Engineering
Volume	33
Pages (from-to)	1449-1459
Number of pages	11
ISSN	1534-4320
DOIs	https://doi.org/10.1109/TNSRE.2025.3561043
Publication status	Published - 2025
MoE publication type	A1 Journal article-refereed

Fields of Science

Alzheimer's disease
Deep learning
Dementia
Eye movements
Eye-tracking
Mild cognitive impairment
Speech
3111 Biomedicine

Access to Document

10.1109/TNSRE.2025.3561043

Cite this

@article{dd3a0410644d41b9aef28598cb1fa996,

title = "A Multimodal Approach for Early Identification of Mild Cognitive Impairment and Alzheimer's Disease With Fusion Network Using Eye Movements and Speech",

keywords = "Alzheimer's disease, Deep learning, Dementia, Eye movements, Eye-tracking, Mild cognitive impairment, Speech, 3111 Biomedicine",

author = "Shah, {Hasnain Ali} and Sami Andberg and Koivisto, {Anne M.} and Roman Bednarik",

year = "2025",

doi = "10.1109/TNSRE.2025.3561043",

language = "English",

volume = "33",

pages = "1449--1459",

journal = "IEEE Transactions on Neural Systems and Rehabilitation Engineering",

issn = "1534-4320",

publisher = "Institute of Electrical and Electronics Engineers Inc.",

}

A Multimodal Approach for Early Identification of Mild Cognitive Impairment and Alzheimer's Disease With Fusion Network Using Eye Movements and Speech. / Shah, Hasnain Ali; Andberg, Sami; Koivisto, Anne M. et al.
In: IEEE Transactions on Neural Systems and Rehabilitation Engineering, Vol. 33, 2025, p. 1449-1459.

Research output: Contribution to journal › Article › Scientific › peer-review

TY - JOUR

T1 - A Multimodal Approach for Early Identification of Mild Cognitive Impairment and Alzheimer's Disease With Fusion Network Using Eye Movements and Speech

AU - Shah, Hasnain Ali

AU - Andberg, Sami

AU - Koivisto, Anne M.

AU - Bednarik, Roman

PY - 2025

Y1 - 2025

KW - Alzheimer's disease

KW - Deep learning

KW - Dementia

KW - Eye movements

KW - Eye-tracking

KW - Mild cognitive impairment

KW - Speech

KW - 3111 Biomedicine

U2 - 10.1109/TNSRE.2025.3561043

DO - 10.1109/TNSRE.2025.3561043

M3 - Article

C2 - 40232896

SN - 1534-4320

VL - 33

SP - 1449

EP - 1459

JO - IEEE Transactions on Neural Systems and Rehabilitation Engineering

JF - IEEE Transactions on Neural Systems and Rehabilitation Engineering

ER -