Free shipping on orders over $99
Decision Making and Imperfection

Decision Making and Imperfection

by David Wolpert, Miroslav Karny and Tatiana V Guy
Hardback
Publication Date: 02/02/2013

Share This Book:

 
$311.95
Decision making (DM) is ubiquitous in both natural and artificial systems. The decisions made often differ from those recommended by the axiomatically well-grounded normative Bayesian decision theory, in a large part due to limited cognitive and computational resources of decision makers (either artificial units or humans). This state of a airs is often described by saying that decision makers are imperfect and exhibit bounded rationality. The neglected influence of emotional state and personality traits is an additional reason why normative theory fails to model human DM process.



The book is a joint effort of the top researchers from different disciplines to identify sources of imperfection and ways how to decrease discrepancies between the prescriptive theory and real-life DM. The contributions consider:



* how a crowd of imperfect decision makers outperforms experts' decisions;



* how to decrease decision makers' imperfection by reducing knowledge available;



* how to decrease imperfection via automated elicitation of DM preferences;



* a human's limited willingness to master the available decision-support tools as an additional source of imperfection;





* how the decision maker's emotional state influences the rationality; a DM support of edutainment robot based on its system of values and respecting emotions.



The book will appeal to anyone interested in the challenging topic of DM theory and its applications.
ISBN:
9783642364051
9783642364051
Category:
Artificial intelligence
Format:
Hardback
Publication Date:
02-02-2013
Language:
English
Publisher:
Springer-Verlag Berlin and Heidelberg GmbH & Co. KG
Country of origin:
Germany
Pages:
187
Dimensions (mm):
235x155x17mm
Weight:
4.32kg

Click 'Notify Me' to get an email alert when this item becomes available

Reviews

Be the first to review Decision Making and Imperfection.