Approximate dynamic programming : solving the curses of dimensionality /

• Κύριος συγγραφέας: Powell, Warren B., 1955-
• Συγγραφή απο Οργανισμό/Αρχή: Wiley InterScience (Online service)
• Μορφή: Ηλ. βιβλίο
• Γλώσσα: English
• Έκδοση: Hoboken, N.J. : Wiley, ©2011.
• Έκδοση: 2nd ed.
• Σειρά: Wiley series in probability and statistics.
• Θέματα: Dynamic programming.; MATHEMATICS > Linear & Nonlinear Programming.; Electronic books.

Πίνακας περιεχομένων:

• 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.