The Eyes Are the Windows to the Mind: AI-Driven Personalized Interaction - Keynote

Explore a keynote address from the UMAP 2020 conference that delves into the fascinating world of eye-tracking technology and its implications for AI-driven personalized interaction. Discover how Dr. Cristina Conati's research leverages eye-tracking data to predict user states and traits, including cognitive skills and affective states. Learn about applications in user-adaptive visualizations, intelligent tutoring systems, and health. Gain insights into the effectiveness of gaze-driven adaptation, the impact of user cognitive abilities on personalization, and the potential of eye-tracking data for predicting user confusion and abilities. Understand the exciting research questions surrounding this technology and its potential to revolutionize human-computer interaction through personalized experiences.

Intro
Al-Driven Personalization Create Al-driven interactive systems that support personalized interaction by
Why Eye-Tracking (ET)
User-Adaptive Visualizations
Effectiveness of Gaze-Driven Adaptation
Current Work
MetroQuest Interface For Decision Making
How to Personalize?
Impact of User Cognitive Abilities
ET Data for Classification
Predicting User Abilities
Predicting User Confusion
Predicting Confusion
Lots of Exciting Research Questions
ET Data Can Help Predict
Conclusions