【2015新书】Decision Making: Uncertainty, Imperfection, Deliberation and Scalability

Book 图书名称：Decision Making: Uncertainty, Imperfection, Deliberation and Scalability
Author 作者：    Tatiana V. Guy, Miroslav Kárný, David H. Wolpert
Publisher 出版社： Springer International Publishing
Page 页数：184
Publishing Date 出版时间：Feb,2015                        
Language 语言：English
Size 大小：6 MB
Format 格式：pdf  文字版
ISBN: 978-3-319-15143-4, 978-3-319-15144-1
Edition:   第1版  搜索过论坛，没有该文档



This volume focuses on uncovering the fundamental forces underlying dynamic decision making among multiple interacting, imperfect and selfish decision makers.
The chapters are written by leading experts from different disciplines, all considering the many sources of imperfection in decision making, and always with an eye to decreasing the myriad discrepancies between theory and real world human decision making.
Topics addressed include uncertainty, deliberation cost and the complexity arising from the inherent large computational scale of decision making in these systems.
In particular, analyses and experiments are presented which concern:
• task allocation to maximize “the wisdom of the crowd”;
• design of a society of “edutainment” robots who account for one anothers’ emotional states;
• recognizing and counteracting seemingly non-rational human decision making;
• coping with extreme scale when learning causality in networks;
• efficiently incorporating expert knowledge in personalized medicine;
• the effects of personality on risky decision making.
The volume is a valuable source for researchers, graduate students and practitioners in machine learning, stochastic control, robotics, and economics, among other fields.


== Table of contents ==
Content:
Front Matter....Pages i-xii
Bayesian Methods for Intelligent Task Assignment in Crowdsourcing Systems....Pages 1-32
Designing Societies of Robots....Pages 33-53
On the Origins of Imperfection and Apparent Non-rationality....Pages 55-89
Lasso Granger Causal Models: Some Strategies and Their Efficiency for Gene Expression Regulatory Networks....Pages 91-117
Cooperative Feature Selection in Personalized Medicine....Pages 119-144
Imperfect Decision Making and Risk Taking Are Affected by Personality....Pages 145-184


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