Bibliographic Information

Probability and random processes : with applications to signal processing and communications

Scott L. Miller and Donald Childers

Elsevier Academic Press, c2004

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Includes index

Description and Table of Contents

Description

Probability and Random Processes provides a clear presentation of foundational concepts with specific applications to signal processing and communications, clearly the two areas of most interest to students and instructors in this course. It includes unique chapters on narrowband random processes and simulation techniques. It also includes applications in digital communications, information theory, coding theory, image processing, speech analysis, synthesis and recognition, and other fields. The appendices provide a refresher in such areas as linear algebra, set theory, random variables, and more. Exceptional exposition and numerous worked out problems make the book extremely readable and accessible. It is meant for practicing engineers as well as graduate students.

Table of Contents

Preface 1. Introduction 2. Introduction to Probability Theory 3. Random Variables, Distributions and Density Functions 4. Operations on a Single Random Variable 5. Pairs of Random Variables 6. Multiple Random Variables 7. Random Sequences and Series 8. Random Processes 9. Markov Processes 10. Power Spectral Density 11. Random Processes in Linear Systems 12. Simulation Techniques Appendices

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