Decision Making Under Uncertainty: Theory and Application

Mykel J Kochenderfer

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Sprache: Englisch

Verlag: MIT Press Ltd, 2015

0262029251 / 9780262029254

Serie: Buch 1 von 4 - MIT Lincoln Laboratory Series

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Artikelbeschreibung des Verkäufers

An introduction to decision making under uncertainty from a computational perspective, covering both theory and applications ranging from speech recognition to airborne collision avoidance. Many important problems involve decision making under uncertainty-that is, choosing actions based on often imperfect observations, with unknown outcomes. Designers of automated decision support systems must take into account the various sources of uncertainty while balancing the multiple objectives of the system. This book provides an introduction to the challenges of decision making under uncertainty from a computational perspective. It presents both the theory behind decision making models and algorithms and a collection of example applications that range from speech recognition to aircraft collision avoidance. Focusing on two methods for designing decision agents, planning and reinforcement learning, the book covers probabilistic models, introducing Bayesian networks as a graphical model that captures probabilistic relationships between variables; utility theory as a framework for understanding optimal decision making under uncertainty; Markov decision processes as a method for modeling sequential problems; model uncertainty; state uncertainty; and cooperative decision making involving multiple interacting agents. A series of applications shows how the theoretical concepts can be applied to systems for attribute-based person search, speech applications, collision avoidance, and unmanned aircraft persistent surveillance. Decision Making Under Uncertainty unifies research from different communities using consistent notation, and is accessible to students and researchers across engineering disciplines who have some prior exposure to probability theory and calculus. It can be used as a text for advanced undergraduate and graduate students in fields including computer science, aerospace and electrical engineering, and management science. It will also be a valuable professional reference for researchers in a variety of disciplines.…

Bestandsnummer des Verkäufers 00109448228

Titel
Decision Making Under Uncertainty: Theory and Application
Autor
Mykel J Kochenderfer
Verlag
MIT Press Ltd
Erscheinungsjahr
2015
Zustand
Good
Einband
Hardback
Sprache
Englisch
ISBN-10
0262029251
ISBN-13
9780262029254
Serie
Buch 1 von 4: MIT Lincoln Laboratory Series

World of Books (was SecondSale)

Montgomery, IL, USA

Verkäufer/-in mit 5 Sternen

Verkäufer:in bei ZVAB seit 20. Dezember 2007

Versandkosten innerhalb von USA

Artikel4 bis 12 Werktage3 bis 6 Werktage
Erster ArtikelEUR 0,00EUR 9,78
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