9780470604458 - approximate dynamic programming: solving the curses of dimensionality: 842 (wiley series in probability and statistics) de powell, warren b. (18 resultados)
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Condición: New. pp. xviii + 627 Illus.
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Condición: New. Understanding approximate dynamic programming (ADP) in large industrial settings helps develop practical and high-quality solutions to problems that involve making decisions in the presence of uncertainty. Series: Wiley Series in Probability and Statistics. Num Pages: 656 pages, Illustrations. BIC Classification:… PBW. Category: (P) Professional & Vocational. Dimension: 240 x 166 x 38. Weight in Grams: 1058. . 2011. 2nd Edition. Hardcover. . . . .
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Condición: New. pp. xviii + 627 Index 2nd Edition.
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Condición: New. WARREN B. POWELL, PhD, is Professor of Operations Research and Financial Engineering at Princeton University, where he is founder and Director of CASTLE Laboratory, a research unit that works with industrial partners to test new ideas found in operations re.
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Condición: New. Understanding approximate dynamic programming (ADP) in large industrial settings helps develop practical and high-quality solutions to problems that involve making decisions in the presence of uncertainty. Series: Wiley Series in Probability and Statistics. Num Pages: 656 pages, Illustrations. BIC Classification:… PBW. Category: (P) Professional & Vocational. Dimension: 240 x 166 x 38. Weight in Grams: 1058. . 2011. 2nd Edition. Hardcover. . . . . Books ship from the US and Ireland.
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Serie: Wiley Series in Probability and Statistics, Libro 233 de 358. Libro 233 de 358 - Wiley Series in Probability and Statistics
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Serie: Wiley Series in Probability and Statistics, Libro 233 de 358. Libro 233 de 358 - Wiley Series in Probability and Statistics
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Buch. Condición: Neu. Neuware - Understanding approximate dynamic programming (ADP) in large industrial settings helps develop practical and high-quality solutions to problems that involve making decisions in the presence of uncertainty. With a focus on modeling and algorithms in conjunction with the language of mainstream opera…tions research, artificial intelligence, and control theory, this second edition of Approximate Dynamic Programming Solving the Curses of Dimensionality uniquely integrates four distinct disciplines-Markov design processes, mathematical programming, simulation, and statistics-to show students, practitioners, and researchers how to successfully model and solve a wide range of real-life problems using ADP.
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Serie: Wiley Series in Probability and Statistics, Libro 233 de 358. Libro 233 de 358 - Wiley Series in Probability and Statistics
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Hardcover. Condición: Brand New. 2nd edition. 576 pages. 9.50x6.50x1.75 inches. In Stock. This item is printed on demand.
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Editorial: John Wiley & Sons Inc, New York 2011
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Hardcover. Condición: new. Hardcover. Praise for the First Edition "Finally, a book devoted to dynamic programming and written using the language of operations research (OR)! This beautiful book fills a gap in the libraries of OR specialists and practitioners." Computing Reviews This new edition showcases a focus on modeling and… computation for complex classes of approximate dynamic programming problems Understanding approximate dynamic programming (ADP) is vital in order to develop practical and high-quality solutions to complex industrial problems, particularly when those problems involve making decisions in the presence of uncertainty. Approximate Dynamic Programming, Second Edition uniquely integrates four distinct disciplinesMarkov decision processes, mathematical programming, simulation, and statisticsto demonstrate how to successfully approach, model, and solve a wide range of real-life problems using ADP. The book continues to bridge the gap between computer science, simulation, and operations research and now adopts the notation and vocabulary of reinforcement learning as well as stochastic search and simulation optimization. The author outlines the essential algorithms that serve as a starting point in the design of practical solutions for real problems. The three curses of dimensionality that impact complex problems are introduced and detailed coverage of implementation challenges is provided. The Second Edition also features: A new chapter describing four fundamental classes of policies for working with diverse stochastic optimization problems: myopic policies, look-ahead policies, policy function approximations, and policies based on value function approximations A new chapter on policy search that brings together stochastic search and simulation optimization concepts and introduces a new class of optimal learning strategies Updated coverage of the exploration exploitation problem in ADP, now including a recently developed method for doing active learning in the presence of a physical state, using the concept of the knowledge gradient A new sequence of chapters describing statistical methods for approximating value functions, estimating the value of a fixed policy, and value function approximation while searching for optimal policies The presented coverage of ADP emphasizes models and algorithms, focusing on related applications and computation while also discussing the theoretical side of the topic that explores proofs of convergence and rate of convergence. A related website features an ongoing discussion of the evolving fields of approximation dynamic programming and reinforcement learning, along with additional readings, software, and datasets. Requiring only a basic understanding of statistics and probability, Approximate Dynamic Programming, Second Edition is an excellent book for industrial engineering and operations research courses at the upper-undergraduate and graduate levels. It also serves as a valuable reference for researchers and professionals who utilize dynamic programming, stochastic programming, and control theory to solve problems in their everyday work. Understanding approximate dynamic programming (ADP) in large industrial settings helps develop practical and high-quality solutions to problems that involve making decisions in the presence of uncertainty. This item is printed on demand. Shipping may be from our UK warehouse or from our Australian or US warehouses, depending on stock availability.
