文件名称：Computational Interaction
文件大小：21MB
文件格式：PDF
更新时间：2022-01-20 12:30:07
machine lear
Computational Interaction ISBN-10 书号: 0198799616 ISBN-13 书号: 9780198799610 出版日期: 2018-04-08 pages 页数: (432) Edited by ANTTI OULASVIRTA Associate Professor Aalto University PER OLA KRISTENSSON University Reader in Interactive Systems Engineering University of Cambridge XIAOJUN BI Assistant Professor Stony * University ANDREW HOWES Professor and Head of School at the School of Computer Science University of Birmingham This book presents computational interaction as an approach to explaining and enhancing the interaction between humans and information technology. Computational interaction applies abstraction, automation, and analysis to inform our understanding of the structure of interaction and also to inform the design of the software that drives new and exciting human-computer interfaces. The methods of computational interaction allow, for example, designers to identify user interfaces that are optimal against some objective criteria. They also allow software engineers to build interactive systems that adapt their behaviour to better suit individual capacities and preferences. Embedded in an iterative design process, computational interaction has the potential to complement human strengths and provide methods for generating inspiring and elegant designs. Computational interaction does not exclude the messy and complicated behaviour of humans, rather it embraces it by, for example, using models that are sensitive to uncertainty and that capture subtle variations between individual users. It also promotes the idea that there are many aspects of interaction that can be augmented by algorithms. This book introduces computational interaction design to the reader by exploring a wide range of computational interaction techniques, strategies and methods. It explains how techniques such as optimisation, economic modelling, machine learning, control theory, formal methods, cognitive models and statistical language processing can be used to model interaction and design more expressive, efficient and versatile interaction. Contents List of Contributors Introduction PART I:Input and Interaction Techniques 1:Control Theory,Dynamics,and Continuous Interaction 2:Statistical Language Processing for Text Entry 3:Input Recognition PART I:Design 4:Combinatorial Optimization for User Interface Design 5:Soft Keyboard Performance Optimization 6:Computational Design with Crowds PART Il:Systems 7:Practical Formal Methods in Human-Computer Interaction 8:From Premature Semantics to Mature Interaction Programming 9:Performance Evaluation of Interactive Systems with Interactive Cooperative Objects Models PART IV:Human Behaviour 10:Interaction as an Emergent Property of a Partially Observable Markov Decision Process 11:Economic Models of Interaction 12:Computational Models of User Multitasking 13:The Central Role of Cognitive Computations in Human-Information Interaction 14:Computational Model of Human Routine Behaviours 15:Computational Methods for Socio-Computer Interaction 牛津原版高清