Back to Search

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.

Show More
Product Format
Product Details
ISBN-13: 9781638285007
ISBN-10: 1638285004
Binding: Paperback or Softback (Trade Paperback (Us))
Content Language: English
More Product Details
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
Descriptions, Reviews, Etc.
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.

Show More
List Price $99.00
Your Price  $98.01
Paperback