Approximate dynamic programming : solving the curses of dimensionality /

Bibliographic Details
Main Author: Powell, Warren B., 1955-
Corporate Author: Wiley InterScience (Online service)
Format: eBook
Language:English
Published: Hoboken, N.J. : Wiley, ©2011.
Edition:2nd ed.
Series:Wiley series in probability and statistics.
Subjects:
Online Access:Full Text via HEAL-Link
Table of Contents:
  • Frontmatter
  • The Challenges of Dynamic Programming
  • Some Illustrative Models
  • Introduction to Markov Decision Processes
  • Introduction to Approximate Dynamic Programming
  • Modeling Dynamic Programs
  • Policies
  • Policy Search
  • Approximating Value Functions
  • Learning Value Function Approximations
  • Optimizing While Learning
  • Adaptive Estimation and Stepsizes
  • Exploration Versus Exploitation
  • Value Function Approximations for Resource Allocation Problems
  • Dynamic Resource Allocation Problems
  • Implementation Challenges
  • Bibliography
  • Index
  • Wiley Series in Probability and Statistics.