Asymptotic optimality of finite models for witsenhausen’s counterexample and beyond

Title Asymptotic optimality of finite models for witsenhausen’s counterexample and beyond
Author Saldı, Naci, Linder, T., Yüksel, S.
Publication Date: 2018
Publication Place - Birkhäuser Basel
Type Book
Language English
Digital Yes
Manuscript No
Library: Özyeğin University
Library Asset ID 2324-9749, 978-3-319-79032-9
Record ID a8507654-03b2-43a1-96d3-1a61a0fa8d5b
Library Location Natural and Mathematical Sciences
Date 2018
Sample Text In this chapter, we study the approximation of Witsenhausen’s counterexample and the Gaussian relay channel problem by using the results of the previous chapter. In particular, our goal is to establish that finite models obtained through the uniform quantization of the observation and action spaces result in a sequence of policies whose costs converge to the value function. We note that the operation of quantization has typically been the method to show that a non-linear policy can perform better than an optimal linear policy, both for Witsenhausen’s counterexample [10, 86] and the Gaussian relay channel problem [88, 152]. Our findings show that for a large class of problems, quantized policies not only may perform better than linear policies, but that they are actually almost optimal.
DOI 10.1007/978-3-319-79033-6_9
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Asymptotic optimality of finite models for witsenhausen’s counterexample and beyond

Author Saldı, Naci, Linder, T., Yüksel, S.
Publication Date 2018
Publication Place - Birkhäuser Basel
Type Book
Language English
Digital Yes
Manuscript No
Library Özyeğin University
Library Asset ID 2324-9749, 978-3-319-79032-9
Record ID a8507654-03b2-43a1-96d3-1a61a0fa8d5b
Library Location Natural and Mathematical Sciences
Date 2018
Sample Text In this chapter, we study the approximation of Witsenhausen’s counterexample and the Gaussian relay channel problem by using the results of the previous chapter. In particular, our goal is to establish that finite models obtained through the uniform quantization of the observation and action spaces result in a sequence of policies whose costs converge to the value function. We note that the operation of quantization has typically been the method to show that a non-linear policy can perform better than an optimal linear policy, both for Witsenhausen’s counterexample [10, 86] and the Gaussian relay channel problem [88, 152]. Our findings show that for a large class of problems, quantized policies not only may perform better than linear policies, but that they are actually almost optimal.
DOI 10.1007/978-3-319-79033-6_9
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