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Bayesian Methods for Interaction and Design (Paperback)
Loot Price: R1,054
Discovery Miles 10 540
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Bayesian Methods for Interaction and Design (Paperback)
Expected to ship within 12 - 17 working days
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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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