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portada Bayesian Methods for Interaction and Design
Type
Physical Book
Illustrated by
Publisher
Author
Year
2022
Language
English
Pages
400
Format
Paperback
Dimensions
22.9x15.2x2 cm
Weight
0.50 kg.
ISBN13
9781108792707
Categories

Bayesian Methods for Interaction and Design

John H. Williamson (Illustrated by) · Antti Oulasvirta (Illustrated by) · Per Ola Kristensson (Illustrated by) · Cambridge University Press · Paperback

Bayesian Methods for Interaction and Design - Williamson, John H. ; Oulasvirta, Antti ; Kristensson, Per Ola

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Synopsis "Bayesian Methods for Interaction and Design "

Intended for researchers and practitioners in interaction design, this book shows how Bayesian models can be brought to bear on problems of interface design and user modelling. It introduces and motivates Bayesian modelling and illustrates how powerful these ideas can be in thinking about human-computer interaction, especially in representing and manipulating uncertainty. Bayesian methods are increasingly practical as computational tools to implement them become more widely available, and offer a principled foundation to reason about interaction design. The book opens with a self-contained tutorial on Bayesian concepts and their practical implementation, tailored for the background and needs of interaction designers. The contributed chapters cover the use of Bayesian probabilistic modelling in a diverse set of applications, including improving pointing-based interfaces; efficient text entry using modern language models; advanced interface design using cutting-edge techniques in Bayesian optimisation; and Bayesian approaches to modelling the cognitive processes of users.

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