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Decision Making with Imperfect Decision Makers
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353764795 Buchausg. u.d.T.: ‡Decision making with imperfect decision makers
ISBN
978-3-642-24646-3
Name
Guy
,
Tatiana
Valentine
Kárný, Miroslav
Name ANZEIGE DER KETTE
Kárný, Miroslav
Name
Wolpert, David H.
T I T E L
Decision Making with Imperfect Decision Makers
Verlagsort
Berlin, Heidelberg
Verlag
Springer Berlin Heidelberg
Erscheinungsjahr
2012
2012
Umfang
Online-Ressource (XIV, 198p. 50 illus., 39 illus. in color, digital)
Reihe
Intelligent Systems Reference Library ; 28
Notiz / Fußnoten
Description based upon print version of record
Weiterer Inhalt
Title; Preface; Contents; Bounded Rationality in Multiagent Systems Using Decentralized Metareasoning; Introduction; Decentralized Monitoring; Complexity of Decentralized Monitoring Problem; Transition-Independent Decentralized MDP; Local Monitoring; Complexity of Local Monitoring; Solution Methods with Local Monitoring; Global Monitoring; Experiments; Other RelatedWork; Summary and Discussion; References; On Support of Imperfect Bayesian Participants; Introduction; Dynamic Decision Making under Uncertainty; Bayesian DM; Fully Probabilistic Design; DM Elements in FPD; Solution of FPD. DM Tasks Supporting Imperfect Bayesian ParticipantsApproximation of Known Rnd; Approximation of Unknown Rnd; Description of Unknown Rnd; Use of Supporting DM Tasks; Mapping Knowledge and Preferences on Rnds; Extension of Incomplete Rnds; Combination of Rnds; Concluding Remarks and Open Questions; References; Trading Value and Information in MDPs; Introduction; Preliminaries; Markov Decision Processes; Control Information; Trading Value and Information; Free-Energy Formulation; Deterministic Environments; Grid World Example; Robustness; PAC-Bayesian Analysis; 'Mine Field' Example; Discussion. ReferencesGame Theoretic Modeling of Pilot Behavior during Mid-Air Encounters; Introduction; Semi Network-Form Games; Notation; Definition; A Simple Semi Network-Form Game Example; Level-K Thinking; Satisficing; Level-K Relaxed Strategies; Level-K d-Relaxed Strategies; Using Semi Net-Form Games to Model Mid-Air Encounters; Directed Acyclic Graph G; Variable Spaces X; Utility Function u; Partition R; Set of Conditional Probabilities \pi; Computing Level-K d-Relaxed Strategies; Encounter Simulation; Social Welfare F; Example Encounter; Sensitivity Analysis. Potential Benefits of a Horizontal RA SystemAdvantages of Semi Net-Form Game Modeling; Conclusions and Future Work; References; Scalable Negotiation Protocol Based on Issue-Grouping for Highly Nonlinear Situation; Introduction?; Negotiation with Nonlinear Utility Functions; Preliminaries; Interdependency among Issues; Negotiation Protocol Based on Issue Interdependency; Efficient Negotiation Protocol Based on Issue-Groups; Incentives for Truthful Voting; Experimental Results; Setting; Experimental Results; Related Work; Conclusion; References; The Social Ultimatum Game; Introduction. Related WorkSocial Ultimatum Game; Equilibrium Analysis; Adaptive Agents Model; Axioms of Play; Characterizing the Players; Adaptation Rules; Simulation Experiments; Stability of Fair Players; The Effect of a Rogue Agent; Reciprocity vs. Randomness; Discussion; Human Experiments; Methodology; Discussion; Conclusion; References; Neuroheuristics of Decision Making: From Neuronal Activity to EEG; The Neuroheuristic Paradigm; Decision Making; Neuronal Activity; Experiment I: Choice Reaction-Time Task; Subjects and Experimental Apparatus; Behavioral Training. Chronic Implantation of Recording Electrodes
Titelhinweis
Buchausg. u.d.T.: ‡Decision making with imperfect decision makers
ISBN
ISBN 978-3-642-24647-0
Klassifikation
UYQ
COM004000
*91-06
91B06
91A90
62C10
00B25
006.3
658.4034
Q342
CM 5500
CC 2500
MR 2200
Kurzbeschreibung
Prescriptive Bayesian decision making has reached a high level of maturity and is well-supported algorithmically. However, experimental data shows that real decision makers choose such Bayes-optimal decisions surprisingly infrequently, often making decisions that are badly sub-optimal. So prevalent is such imperfect decision-making that it should be accepted as an inherent feature of real decision makers living within interacting societies. To date such societies have been investigated from an economic and gametheoretic perspective, and even to a degree from a physics perspective. However, lit
2. Kurzbeschreibung
Prescriptive Bayesian decision making has reached a high level of maturity and is well-supported algorithmically. However, experimental data shows that real decision makers choose such Bayes-optimal decisions surprisingly infrequently, often making decisions that are badly sub-optimal. So prevalent is such imperfect decision-making that it should be accepted as an inherent feature of real decision makers living within interacting societies. To date such societies have been investigated from an economic and gametheoretic perspective, and even to a degree from a physics perspective. However, lit
1. Schlagwortkette
Entscheidungstheorie
Aufsatzsammlung
ANZEIGE DER KETTE
Entscheidungstheorie -- Aufsatzsammlung
SWB-Titel-Idn
355115085
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Springer E-Book
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$uhttp://dx.doi.org/10.1007/978-3-642-24647-0
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