Approximate dynamic programming : solving the curses of dimensionality /
Main Author: | |
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Corporate Author: | |
Format: | eBook |
Language: | English |
Published: |
Hoboken, N.J. :
Wiley,
©2011.
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Edition: | 2nd ed. |
Series: | Wiley series in probability and statistics.
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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.