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Conversations contain a wide spectrum of multimodal information that gives us hints about the emotions and moods of the speaker. In this paper, we developed a system that supports humans to analyze conversations. Our main contribution is…

Human-Computer Interaction · Computer Science 2020-01-29 Joshua Y. Kim , Greyson Y. Kim , Kalina Yacef

The aging society urgently requires scalable methods to monitor cognitive decline and identify social and psychological factors indicative of dementia risk in older adults. Our machine learning (ML) models captured facial, acoustic,…

It may be difficult for some individuals to open up and share their thoughts and feelings in front of a mental health expert. For those who are more at ease with a virtual agent, conversational agents can serve as an intermediate step in…

Computation and Language · Computer Science 2021-11-17 Harsh Sakhrani , Saloni Parekh , Shubham Mahajan

Introduction: Machine learning (ML) has been extremely successful in identifying key features from high-dimensional datasets and executing complicated tasks with human expert levels of accuracy or greater. Methods: We summarize and…

Mild-stage dementia patients primarily experience two critical symptoms: severe memory loss and emotional instability. To address these challenges, we propose DEMENTIA-PLAN, an innovative retrieval-augmented generation framework that…

Artificial Intelligence · Computer Science 2025-03-28 Yutong Song , Chenhan Lyu , Pengfei Zhang , Sabine Brunswicker , Nikil Dutt , Amir Rahmani

In an emergency situation, the actors need an assistance allowing them to react swiftly and efficiently. In this prospect, we present in this paper a decision support system that aims to prepare actors in a crisis situation thanks to a…

Artificial Intelligence · Computer Science 2008-12-18 Fahem Kebair , Frédéric Serin

We introduce scenario-based cognitive status identification in older drivers from naturalistic driving videos, leveraging large vision models. In recent times, cognitive decline including Dementia and Mild Cognitive Impairment (MCI), is…

Computer Vision and Pattern Recognition · Computer Science 2026-02-11 Md Zahid Hasan , Guillermo Basulto-Elias , Jun Ha Chang , Shauna Hallmark , Matthew Rizzo , Anuj Sharma , Soumik Sarkar

Dementia is a syndrome characterised by the decline of different cognitive abilities. Alzheimer's Disease (AD) is the most common dementia affecting cognitive domains such as memory and learning, perceptual-motion or executive function.…

Computer Vision and Pattern Recognition · Computer Science 2018-10-26 Juan Manuel Fernández Montenegro

We describe the design and implementation of a vision based interactive entertainment system that makes use of both involuntary and voluntary control paradigms. Unintentional input to the system from a potential viewer is used to drive…

Human-Computer Interaction · Computer Science 2017-09-05 Andreas Wiratanaya , Michael J. Lyons

Computer-aided methods have shown added value for diagnosing and predicting brain disorders and can thus support decision making in clinical care and treatment planning. This chapter will provide insight into the type of methods, their…

Early diagnosis of Alzheimer's disease and related dementias (ADRD) is critical for timely intervention, yet most diagnoses are delayed until advanced stages. While comprehensive patient narratives are essential for accurate diagnosis,…

Human-Computer Interaction · Computer Science 2026-01-28 Andrew G. Breithaupt , Nayoung Choi , James D. Finch , Jeanne M. Powell , Arin L. Nelson , Oz A. Alon , Howard J. Rosen , Jinho D. Choi

The computer-assisted analysis is not currently a novelty, but a necessity in all areas of psychology. A number of studies that examine the limits of the computer assisted and analyzed interpretations, also its advantages. A series of…

Other Computer Science · Computer Science 2012-02-29 Alina Oana Zamoşteanu

This paper provides an overview of hearing loss effects on neurological function and progressive diseases; and explores the role of cognitive load monitoring to detect dementia. It also investigates the prospects of utilizing hearing aid…

Human-Computer Interaction · Computer Science 2022-02-09 Usman Anwar , Tughrul Arslan , Amir Hussain

This study explores a novel approach to advancing dementia care by integrating socially assistive robotics, reinforcement learning (RL), large language models (LLMs), and clinical domain expertise within a simulated environment. This…

Artificial Intelligence · Computer Science 2025-01-30 Fengpei Yuan , Nehal Hasnaeen , Ran Zhang , Bryce Bible , Joseph Riley Taylor , Hairong Qi , Fenghui Yao , Xiaopeng Zhao

Alzheimer's disease is a progressive neurological disorder characterized by cognitive impairment and memory loss. With the increasing aging population, the incidence of AD is continuously rising, making early diagnosis and intervention an…

Image and Video Processing · Electrical Eng. & Systems 2023-11-23 Guian Fang , Mengsha Liu , Yi Zhong , Zhuolin Zhang , Jiehui Huang , Zhenchao Tang , Calvin Yu-Chian Chen

People with visual impairments perceive their environment non-visually and often use AI-powered assistive tools to obtain textual descriptions of visual information. Recent large vision-language model-based AI-powered tools like Be My AI…

Human-Computer Interaction · Computer Science 2024-07-15 Jingyi Xie , Rui Yu , He Zhang , Sooyeon Lee , Syed Masum Billah , John M. Carroll

Speech pauses, alongside content and structure, offer a valuable and non-invasive biomarker for detecting dementia. This work investigates the use of pause-enriched transcripts in transformer-based language models to differentiate the…

Audio and Speech Processing · Electrical Eng. & Systems 2024-08-28 Franziska Braun , Sebastian P. Bayerl , Florian Hönig , Hartmut Lehfeld , Thomas Hillemacher , Tobias Bocklet , Korbinian Riedhammer

As the global population ages, artificial intelligence (AI)-powered agents have emerged as potential tools to support older adults' caregiving. Prior research has explored agent autonomy by identifying key interaction stages in task…

Human-Computer Interaction · Computer Science 2025-07-18 Jiaxin An

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

As pre-diagnostic technologies are becoming increasingly accessible, using them to improve the quality of care available to dementia patients and their caregivers is of increasing interest. Specifically, we aim to develop a tool for…

Human-Computer Interaction · Computer Science 2019-10-24 Garrett Goodman , Tanvi Banerjee , William Romine , Cogan Shimizu , Jennifer Hughes