Bayesian Methods in Interaction Design (Tutorial)

Williamson, J. , Oulasvirta, A. and Kristensson, P. O. (2020) Bayesian Methods in Interaction Design (Tutorial). In: 25th International Conference on Intelligent User Interfaces Companion, Cagliari, Italy, 17-20 Mar 2020, pp. 11-12. ISBN 9781450375139 (doi: 10.1145/3379336.3379354)

Abstract

This tutorial introduces Bayesian computational approaches to interaction and design. Bayesian methods offer a powerful approach for interactive settings with uncertainty and noise. This course introduces the theory and practice of computational Bayesian interaction, covering inference of user data and design/adaptation of interface features based around probabilistic inference. The tutorial is built around hands-on Python programming with modern computational tools, interleaved with theory and practical examples grounded in problems of wide interest in human-computer interaction.

• Item Type: Conference Proceedings
• Status: Published
• Refereed: Yes
• Glasgow Author(s) Enlighten ID: Williamson, Dr John
• Authors: Williamson, J., Oulasvirta, A., and Kristensson, P. O.
• College/School: College of Science and Engineering > School of Computing Science
• Journal Name: Proceedings of the 25th International Conference on Intelligent User Interfaces Companion
• Publisher: ACM
• ISBN: 9781450375139