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From Sensing to Conversation: Personalizing Agentic Chatbots with Wearable and Mobile Data

Thursday, May 07, 2026 – 1:00 pm CT

 

Dr. Amir Rahamni
Professor of Nursing & Computer Science
University of California – Irvine

About the Webinar:

This talk presents an end to end framework that connects wearable and mobile sensing with agentic conversational health chatbots to enable continuous, real time personalization of health interactions. We describe how multimodal data from smartphones and wearables, including activity, sleep, location patterns, and ecological momentary inputs, are transformed into dynamic user models using platforms such as Centralive, ZotCare, and Personicle. These models inform when and how conversational agents engage with users, shaping dialogue strategies, emotional tone, and intervention content based on current and long term context. Building on this pipeline, we introduce openCHA, an open platform for building agentic health chatbots that integrate contextual reasoning, multimodal data fusion, and long horizon memory. We conclude by outlining challenges and opportunities in evaluating conversational health agents.

About the Presenter:

Dr. Amir Rahmani is a Professor of Nursing and Computer Science at the University of California, Irvine (UCI), where he also holds the Samueli Endowed Chair of Integrative Health. He serves as the Co-Director of the UCI Institute for Future Health and leads the multidisciplinary HealthSciTech Group at UCI. His research spans mHealth, data science, wearable and mobile computing, machine learning and AI, affective computing, bio-signal processing, health informatics, and embedded computing. Dr. Rahmani's contributions have been recognized with the UCI Beall Applied Innovation’s inaugural Faculty Innovation Fellowship, the Nokia Foundation's Research Excellence Award, and the European Union’s Global Marie Curie Fellowship. More about Amir Rahmani.