- Early Prediction of Agitation in Community-Dwelling People with Dementia using Multimodal Sensors and Machine Learning: Benchmarking of State-of-the-Art Techniques.- Conversational AI for Cognitive, Emotional, and Social Engagement of Elderly Persons: A Large Language Model-Based Framework.- Dynamics of Affective States During Takeover Requests in Conditionally Automated Driving Among Older Adults with and without Cognitive Impairment.- Continuous Monitoring of Emotional Decline in Older Chinese Adults via Hierarchical Temporal Inference.- Rehabilitation Exercise Quality Assessment and Feedback Generation Using Large Language Models with Prompt Engineering.- Transforming Digital Reminder Systems for Dementia Care into Behavioral Anomaly Detectors: A Proof-of-Concept Using LSTM Autoencoders.- BabaSpeech: A Deep Learning-Based Translation of Sign Language into Lingala Text and Speech for Deaf-Mute Inclusivity.- Scene Invariant Cross Camera Anomaly Detection of Behaviours of Risk in People with Dementia.

- Enhancing Diabetic Foot Ulcer Assessment through Fine-tuned Vision-Language Models.- Brain Imaging and Tissue Segmentation from Paired CT-MRI Labels for Cognitively Normal and Dementia Cohort.