By Warren B. Powell
"Finally, a booklet dedicated to dynamic programming and written utilizing the language of operations study (OR)! this pretty booklet fills a spot within the libraries of OR experts and practitioners."
This new version showcases a spotlight on modeling and computation for advanced sessions of approximate dynamic programming problems
Understanding approximate dynamic programming (ADP) is key in an effort to advance useful and top quality suggestions to complicated commercial difficulties, fairly while these difficulties contain making judgements within the presence of uncertainty. Approximate Dynamic Programming, moment version uniquely integrates 4 detailed disciplines—Markov choice tactics, mathematical programming, simulation, and statistics—to show tips to effectively process, version, and remedy quite a lot of real-life difficulties utilizing ADP.
The ebook maintains to bridge the space among laptop technological know-how, simulation, and operations learn and now adopts the notation and vocabulary of reinforcement studying in addition to stochastic seek and simulation optimization. the writer outlines the basic algorithms that function a kick off point within the layout of sensible recommendations for genuine difficulties. the 3 curses of dimensionality that effect complicated difficulties are brought and exact assurance of implementation demanding situations is equipped. The Second Edition additionally features:
A new bankruptcy describing 4 basic periods of guidelines for operating with varied stochastic optimization difficulties: myopic guidelines, look-ahead rules, coverage functionality approximations, and guidelines in accordance with worth functionality approximations
A new bankruptcy on coverage seek that brings jointly stochastic seek and simulation optimization ideas and introduces a brand new type of optimum studying strategies
Updated insurance of the exploration exploitation challenge in ADP, now together with a lately constructed process for doing energetic studying within the presence of a actual country, utilizing the concept that of the information gradient
A new series of chapters describing statistical tools for approximating worth services, estimating the price of a hard and fast coverage, and cost functionality approximation whereas trying to find optimum policies
The provided insurance of ADP emphasizes versions and algorithms, targeting similar functions and computation whereas additionally discussing the theoretical aspect of the subject that explores proofs of convergence and fee of convergence. A comparable site good points an ongoing dialogue of the evolving fields of approximation dynamic programming and reinforcement studying, in addition to extra readings, software program, and datasets.
Requiring just a simple knowing of data and chance, Approximate Dynamic Programming, moment version is a wonderful e-book for business engineering and operations learn classes on the upper-undergraduate and graduate degrees. It additionally serves as a worthwhile reference for researchers and pros who make the most of dynamic programming, stochastic programming, and keep watch over conception to resolve difficulties of their daily work.
Read or Download Approximate Dynamic Programming: Solving the Curses of Dimensionality (Wiley Series in Probability and Statistics) PDF
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Extra resources for Approximate Dynamic Programming: Solving the Curses of Dimensionality (Wiley Series in Probability and Statistics)
Approximate Dynamic Programming: Solving the Curses of Dimensionality (Wiley Series in Probability and Statistics) by Warren B. Powell