FINITE APPROXIMATIONS IN DISCRETE - TIME STOCHASTIC CONTROL
6,225.00₹ 8,342.00₹
- Author: NACI SALDI
- ISBN: 9783319790329
- Availability: In Stock
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ABOUT THE BOOK
In a unified form, this monograph presents fundamental
results on the approximation of centralized and decentralized stochastic
control problems, with uncountable state, measurement, and action spaces. It
demonstrates how quantization provides a system-independent and constructive
method for the reduction of a system with Borel spaces to one with finite
state, measurement, and action spaces. In addition to this constructive view,
the book considers both the information transmission approach for
discretization of actions, and the computational approach for discretization of
states and actions. Part I of the text discusses Markov decision processes and
their finite-state or finite-action approximations, while Part II builds from
there to finite approximations in decentralized stochastic control
problems.
This volume is perfect for researchers and graduate students interested in
stochastic controls. With the tools presented, readers will be able to establish
the convergence of approximation models to original models and the methods are
general enough that researchers can build corresponding approximation results,
typically with no additional assumptions.