Bayesian modelling is powerful and an increasingly practical tool for thinking about HCI. Intended for researchers and practitioners, this book introduces Bayesian modelling and shows how it can be brought to bear in interaction design applications ranging from improving pointing-based interfaces to modelling the cognitive processes of users.
Bayesian modelling is powerful and an increasingly practical tool for thinking about HCI. Intended for researchers and practitioners, this book introduces Bayesian modelling and shows how it can be brought to bear in interaction design applications ranging from improving pointing-based interfaces to modelling the cognitive processes of users.
Preface Nikola Banovic, Per Ola Kristensson, Antti Oulasvirta and John H. Williamson; Part I. Introduction to Bayesian Methods: 1. An introduction to Bayesian methods for interaction design John H. Williamson; 2. Bayesian statistics Alan Dix; Part II. Probabilistic Interfaces and Inference of Intent: 3. Bayesian information gain to design interaction Wanyu Liu, Olivier Rioul and Michel Beaudouin-Lafon; 4. Bayesian command selection Suwen Zhu, Xiangmin Fan, Feng Tian and Xiaojun Bi; 5. Probabilistic UI representation and reasoning in touch interfaces Daniel Buschek; 6. Statistical keyboard decoding Dylan Gaines, John Dudley, Per Ola Kristensson and Keith Vertanen; 7. Human¿Computer interaction design and inverse problems Roderick Murray-Smith, John H. Williamson and Francesco Tonolini; Part III. Bayesian Optimisation in Interaction Design: 8. Preferential Bayesian optimisation for visual design Yuki Koyama, Toby Chong and Takeo Igarashi; 9. Bayesian optimisation of interface features John Dudley and Per Ola Kristensson; Part IV. Bayesian Cognitive Modelling: 10. Cue integration in input performance Byungjoo Lee; 11. Bayesian parameter inference for cognitive simulators Jussi P.P. Jokinen, Ulpu Remes, Tuomo Kujala and Jukka Corander; Part V. Appendix. Mathematical background and notation John H. Williamson.
Preface Nikola Banovic, Per Ola Kristensson, Antti Oulasvirta and John H. Williamson; Part I. Introduction to Bayesian Methods: 1. An introduction to Bayesian methods for interaction design John H. Williamson; 2. Bayesian statistics Alan Dix; Part II. Probabilistic Interfaces and Inference of Intent: 3. Bayesian information gain to design interaction Wanyu Liu, Olivier Rioul and Michel Beaudouin-Lafon; 4. Bayesian command selection Suwen Zhu, Xiangmin Fan, Feng Tian and Xiaojun Bi; 5. Probabilistic UI representation and reasoning in touch interfaces Daniel Buschek; 6. Statistical keyboard decoding Dylan Gaines, John Dudley, Per Ola Kristensson and Keith Vertanen; 7. Human¿Computer interaction design and inverse problems Roderick Murray-Smith, John H. Williamson and Francesco Tonolini; Part III. Bayesian Optimisation in Interaction Design: 8. Preferential Bayesian optimisation for visual design Yuki Koyama, Toby Chong and Takeo Igarashi; 9. Bayesian optimisation of interface features John Dudley and Per Ola Kristensson; Part IV. Bayesian Cognitive Modelling: 10. Cue integration in input performance Byungjoo Lee; 11. Bayesian parameter inference for cognitive simulators Jussi P.P. Jokinen, Ulpu Remes, Tuomo Kujala and Jukka Corander; Part V. Appendix. Mathematical background and notation John H. Williamson.
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