Approximate Dynamic Programming pdf epub mobi txt 电子书 下载 2024


Approximate Dynamic Programming

简体网页||繁体网页
Warren B. Powell
Wiley-Interscience
2007-9-26
488
USD 137.00
Hardcover
Wiley Series in Probability and Statistics
9780470171554

图书标签: Optimization  ADP  机器学习  数学和计算机  数学  OR  DP   


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发表于2024-12-25

Approximate Dynamic Programming epub 下载 mobi 下载 pdf 下载 txt 电子书 下载 2024

Approximate Dynamic Programming epub 下载 mobi 下载 pdf 下载 txt 电子书 下载 2024

Approximate Dynamic Programming pdf epub mobi txt 电子书 下载 2024



图书描述

A complete and accessible introduction to the real-world applications of approximate dynamic programming With the growing levels of sophistication in modern-day operations, it is vital for practitioners to understand how to approach, model, and solve complex industrial problems. Approximate Dynamic Programming is a result of the author's decades of experience working in large industrial settings to develop practical and high-quality solutions to problems that involve making decisions in the presence of uncertainty. This groundbreaking book uniquely integrates four distinct disciplines—Markov design processes, mathematical programming, simulation, and statistics—to demonstrate how to successfully model and solve a wide range of real-life problems using the techniques of approximate dynamic programming (ADP). The reader is introduced to the three curses of dimensionality that impact complex problems and is also shown how the post-decision state variable allows for the use of classical algorithmic strategies from operations research to treat complex stochastic optimization problems. Designed as an introduction and assuming no prior training in dynamic programming of any form, Approximate Dynamic Programming contains dozens of algorithms that are intended to serve as a starting point in the design of practical solutions for real problems. The book provides detailed coverage of implementation challenges including: modeling complex sequential decision processes under uncertainty, identifying robust policies, designing and estimating value function approximations, choosing effective stepsize rules, and resolving convergence issues. With a focus on modeling and algorithms in conjunction with the language of mainstream operations research, artificial intelligence, and control theory, Approximate Dynamic Programming: Models complex, high-dimensional problems in a natural and practical way, which draws on years of industrial projects Introduces and emphasizes the power of estimating a value function around the post-decision state, allowing solution algorithms to be broken down into three fundamental steps: classical simulation, classical optimization, and classical statistics Presents a thorough discussion of recursive estimation, including fundamental theory and a number of issues that arise in the development of practical algorithms Offers a variety of methods for approximating dynamic programs that have appeared in previous literature, but that have never been presented in the coherent format of a book Motivated by examples from modern-day operations research, Approximate Dynamic Programming is an accessible introduction to dynamic modeling and is also a valuable guide for the development of high-quality solutions to problems that exist in operations research and engineering. The clear and precise presentation of the material makes this an appropriate text for advanced undergraduate and beginning graduate courses, while also serving as a reference for researchers and practitioners. A companion Web site is available for readers, which includes additional exercises, solutions to exercises, and data sets to reinforce the book's main concepts.

Approximate Dynamic Programming 下载 mobi epub pdf txt 电子书

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Approximate Dynamic Programming pdf epub mobi txt 电子书 下载
想要找书就要到 小哈图书下载中心
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其实是读不下去的书 真应该有这样的分类!!!

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其实是读不下去的书 真应该有这样的分类!!!

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其实是读不下去的书 真应该有这样的分类!!!

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其实是读不下去的书 真应该有这样的分类!!!

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其实是读不下去的书 真应该有这样的分类!!!

读后感

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I forgot how I got to know this book, but I liked it a lot once I got a chance to read it. My favorite chapter is Chapter 5, which tells a general process of building a dynamic programming model. The most significant benefit of this books is that it bridges...

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I forgot how I got to know this book, but I liked it a lot once I got a chance to read it. My favorite chapter is Chapter 5, which tells a general process of building a dynamic programming model. The most significant benefit of this books is that it bridges...

评分

I forgot how I got to know this book, but I liked it a lot once I got a chance to read it. My favorite chapter is Chapter 5, which tells a general process of building a dynamic programming model. The most significant benefit of this books is that it bridges...

评分

I forgot how I got to know this book, but I liked it a lot once I got a chance to read it. My favorite chapter is Chapter 5, which tells a general process of building a dynamic programming model. The most significant benefit of this books is that it bridges...

评分

I forgot how I got to know this book, but I liked it a lot once I got a chance to read it. My favorite chapter is Chapter 5, which tells a general process of building a dynamic programming model. The most significant benefit of this books is that it bridges...

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