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This study addresses the TAUKADIAL challenge, focusing on the classification of speech from people with Mild Cognitive Impairment (MCI) and neurotypical controls. We conducted three experiments comparing five machine-learning methods:…

Neurons and Cognition · Quantitative Biology 2024-08-30 Cong Zhang , Wenxing Guo , Hongsheng Dai

Dementia has serious consequences for the daily life of the person affected due to the decline in the their cognitive, behavioral and functional abilities. Caring for people living with dementia can be challenging and distressing.…

Human-Computer Interaction · Computer Science 2024-04-16 Yong Ma , Oda Elise Nordberg , Jessica Hubbers , Yuchong Zhang , Arvid Rongve , Miroslav Bachinski , Morten Fjeld

Transcripts displayed on dictation interfaces can be hard to read due to recognition errors and disfluencies. LLM-based text auto-correction could help, but changing the text during production could lead to distraction and unintended…

Human-Computer Interaction · Computer Science 2026-03-24 Zhaohui Liang , Yonglin Chen , Naser Al Madi , Can Liu

Research with dementia caregivers poses persistent methodological and ethical challenges, particularly when interview-based studies are designed without sufficient grounding in lived caregiving realities. Questions framed through clinical…

Human-Computer Interaction · Computer Science 2026-01-28 Joy Lai , Kelly Beaton , David Black , Alex Mihailidis

For complex segmentation tasks, the achievable accuracy of fully automated systems is inherently limited. Specifically, when a precise segmentation result is desired for a small amount of given data sets, semi-automatic methods exhibit a…

Human-Computer Interaction · Computer Science 2019-09-04 Mario Amrehn , Stefan Steidl , Reinier Kortekaas , Maddalena Strumia , Markus Weingarten , Markus Kowarschik , Andreas Maier

AI based mental health diagnosis is often judged by benchmark accuracy, yet in practice its value depends on how psychologists respond whether they accept, adjust, or reject AI suggestions. Mental health makes this especially challenging:…

Human-Computer Interaction · Computer Science 2025-12-11 Filippo Cenacchi , Longbing Cao , Deborah Richards

For dementia screening and monitoring, standardized tests play a key role in clinical routine since they aim at minimizing subjectivity by measuring performance on a variety of cognitive tasks. In this paper, we report on a study that…

Audio and Speech Processing · Electrical Eng. & Systems 2022-06-14 Franziska Braun , Markus Förstel , Bastian Oppermann , Andreas Erzigkeit , Thomas Hillemacher , Hartmut Lehfeld , Korbinian Riedhammer

The prevalence of dementia has increased over time as global life expectancy improves and populations age. An individual's risk of developing dementia is influenced by various genetic, lifestyle, and environmental factors, among others.…

Neurons and Cognition · Quantitative Biology 2024-01-12 Srilekha Mamidala

With people living longer than ever, the number of cases with dementia such as Alzheimer's disease increases steadily. It affects more than 46 million people worldwide, and it is estimated that in 2050 more than 100 million will be…

Multimedia · Computer Science 2021-01-20 Mariona Caros , Maite Garolera , Petia Radeva , Xavier Giro-i-Nieto

Conversational speech often reveals early signs of cognitive decline, such as dementia and MCI. In the UK, one in four people belongs to an ethnic minority, and dementia prevalence is expected to rise most rapidly among Black and Asian…

Computation and Language · Computer Science 2026-02-16 Madhurananda Pahar , Caitlin Illingworth , Dorota Braun , Bahman Mirheidari , Lise Sproson , Daniel Blackburn , Heidi Christensen

The evidence is growing that machine and deep learning methods can learn the subtle differences between the language produced by people with various forms of cognitive impairment such as dementia and cognitively healthy individuals.…

Computation and Language · Computer Science 2023-03-16 Changye Li , Weizhe Xu , Trevor Cohen , Martin Michalowski , Serguei Pakhomov

Reading is foundational for educational, employment, and economic outcomes, but a persistent proportion of students globally struggle to develop adequate reading skills. Some countries promote digital tools to support reading development,…

Applications · Statistics 2026-03-19 Yawen Ma , Anastasia Ushakova , Kate Cain , Gabriel Wallin

Dementia is characterized by a decline in memory and thinking that is significant enough to impair function in activities of daily living. Patients seen in dementia specialty clinics are highly heterogeneous with a variety of different…

Machine Learning · Computer Science 2026-02-06 Sayantan Kumar , Zachary Abrams , Suzanne Schindler , Nupur Ghoshal , Philip Payne

In Human-Computer Interaction (HCI) and Ubiquitous Computing, the objective of optimizing device interactions and personalizing user experiences has placed a new emphasis on accurately evaluating cognitive readiness using wearable devices.…

Human-Computer Interaction · Computer Science 2025-01-08 Tasnim Irtifa Chowdhury , Andrew Vargo , Chris Blakely , Benjamin Tag , Koichi Kise

With populations ageing, the number of people with dementia worldwide is expected to triple to 152 million by 2050. Seventy percent of cases are due to Alzheimer's disease (AD) pathology and there is a 10-20 year 'pre-clinical' period…

Artificial Intelligence · Computer Science 2021-04-30 Renjie Li , Xinyi Wang , Katherine Lawler , Saurabh Garg , Quan Bai , Jane Alty

Diagnosing dementia, particularly for Alzheimer's Disease (AD) and frontotemporal dementia (FTD), is complex due to overlapping symptoms. While magnetic resonance imaging (MRI) and positron emission tomography (PET) data are critical for…

Computer Vision and Pattern Recognition · Computer Science 2024-10-31 Yitong Li , Morteza Ghahremani , Youssef Wally , Christian Wachinger

AI tools like ChatGPT and Be-My-AI are increasingly being used by blind individuals. Although prior work has explored their use in some Do-It-Yourself (DIY) tasks by blind individuals, little is known about how they use these tools and the…

Human-Computer Interaction · Computer Science 2026-02-24 Monalika Padma Reddy , Aruna Balasubramanian , Jiawei Zhou , Xiaojun Bi , IV Ramakrishnan , Vikas Ashok

Dynamic functional connectivity (dFC) using resting-state functional magnetic resonance imaging (rs-fMRI) is an advanced technique for capturing the dynamic changes of neural activities, and can be very useful in the studies of brain…

Image and Video Processing · Electrical Eng. & Systems 2025-01-29 Jing Zhang , Yanjun Lyu , Xiaowei Yu , Lu Zhang , Chao Cao , Tong Chen , Minheng Chen , Yan Zhuang , Tianming Liu , Dajiang Zhu

Multiple Sclerosis (MS) is a severely disabling condition that leads to various neurological symptoms. A Brain-Computer Interface (BCI) may substitute some lost function; however, there is a lack of BCI research in people with MS. To…

Human-Computer Interaction · Computer Science 2024-04-10 John S. Russo , Tim Mahoney , Kirill Kokorin , Ashley Reynolds , Chin-Hsuan Sophie Lin , Sam E. John , David B. Grayden

User Experience (UX) evaluation methods that are commonly used with hearing users may not be functional or effective for Deaf users. This is because these methods are primarily designed for users with hearing abilities, which can create…

Human-Computer Interaction · Computer Science 2025-07-31 A. E. Fuentes-Cortázar , A. Rivera-Hernández , J. R. Rojano-Cáceres
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