A Toolbox for Refined Information-Theoretic Analyses with Applications
| AUTHOR | Weinberger, Nir; Merhav, Neri |
| PUBLISHER | Now Publishers (01/30/2025) |
| PRODUCT TYPE | Paperback (Paperback) |
Description
This monograph offers a toolbox of mathematical techniques that have been effective and widely applicable in information-theoretic analyses. The first tool is a generalization of the method of types to Gaussian settings, and then to general exponential families. The second tool is Laplace and saddle-point integration, which allow to refine the results of the method of types, and is capable of obtaining various precise asymptotic results. The third is the type class enumeration method, a principled method to evaluate the exact random-coding exponent of coded systems, which results in the best known exponent in various problem settings. The fourth is a subset of tools aimed at evaluating the expectation of non-linear functions of random variables, either via integral representations, by a refinement of Jensen's inequality via change-of-measure, by complementing Jensen's inequality with a reversed inequality, or by a class of generalized Jensen's inequalities that are applicable for functions beyond convex/concave. Various examples of all these tools are provided throughout the monograph.
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Product Format
Product Details
ISBN-13:
9781638285007
ISBN-10:
1638285004
Binding:
Paperback or Softback (Trade Paperback (Us))
Content Language:
English
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Page Count:
202
Carton Quantity:
38
Product Dimensions:
6.14 x 0.43 x 9.21 inches
Weight:
0.64 pound(s)
Country of Origin:
US
Subject Information
BISAC Categories
Computers | Information Theory
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publisher marketing
This monograph offers a toolbox of mathematical techniques that have been effective and widely applicable in information-theoretic analyses. The first tool is a generalization of the method of types to Gaussian settings, and then to general exponential families. The second tool is Laplace and saddle-point integration, which allow to refine the results of the method of types, and is capable of obtaining various precise asymptotic results. The third is the type class enumeration method, a principled method to evaluate the exact random-coding exponent of coded systems, which results in the best known exponent in various problem settings. The fourth is a subset of tools aimed at evaluating the expectation of non-linear functions of random variables, either via integral representations, by a refinement of Jensen's inequality via change-of-measure, by complementing Jensen's inequality with a reversed inequality, or by a class of generalized Jensen's inequalities that are applicable for functions beyond convex/concave. Various examples of all these tools are provided throughout the monograph.
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