Cargando…

Decision making and imperfection

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 art...

Descripción completa

Detalles Bibliográficos
Autores principales: Guy, Tatiana, Karny, Miroslav, Wolpert, David
Lenguaje:eng
Publicado: Springer 2013
Materias:
Acceso en línea:https://dx.doi.org/10.1007/978-3-642-36406-8
http://cds.cern.ch/record/1522357
_version_ 1780929144978145280
author Guy, Tatiana
Karny, Miroslav
Wolpert, David
author_facet Guy, Tatiana
Karny, Miroslav
Wolpert, David
author_sort Guy, Tatiana
collection CERN
description 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. .
id cern-1522357
institution Organización Europea para la Investigación Nuclear
language eng
publishDate 2013
publisher Springer
record_format invenio
spelling cern-15223572021-04-21T22:57:33Zdoi:10.1007/978-3-642-36406-8http://cds.cern.ch/record/1522357engGuy, TatianaKarny, MiroslavWolpert, DavidDecision making and imperfectionEngineeringDecision 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. .Springeroai:cds.cern.ch:15223572013
spellingShingle Engineering
Guy, Tatiana
Karny, Miroslav
Wolpert, David
Decision making and imperfection
title Decision making and imperfection
title_full Decision making and imperfection
title_fullStr Decision making and imperfection
title_full_unstemmed Decision making and imperfection
title_short Decision making and imperfection
title_sort decision making and imperfection
topic Engineering
url https://dx.doi.org/10.1007/978-3-642-36406-8
http://cds.cern.ch/record/1522357
work_keys_str_mv AT guytatiana decisionmakingandimperfection
AT karnymiroslav decisionmakingandimperfection
AT wolpertdavid decisionmakingandimperfection