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Discrete Probability Models and Methods: Probability on Graphs and Trees Markov Chains and Random Fields Entropy and Coding by Pierre Brémaud

Discrete Probability Models and Methods: Probability on Graphs and Trees Markov Chains and Random Fields Entropy and Coding

by Pierre Brémaud
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Book cover type: Paperback
  • ISBN13: 9783319828350
  • Binding: Paperback
  • Subject: Mathematics and Statistics
  • Publisher: Springer Verlag
  • Publisher Imprint: Springer
  • Publication Date:
  • Pages: 559
  • Original Price: EUR 79.99
  • Language: English
  • Edition: N/A
  • Item Weight: 1170 grams
  • BISAC Subject(s): Probability & Statistics / General, Mathematical & Statistical Software, and Graphic Methods

From the Back Cover

The emphasis in this book is placed on general models (Markov chains, random fields, random graphs), universal methods (the probabilistic method, the coupling method, the Stein-Chen method, martingale methods, the method of types) and versatile tools (Chernoff's bound, Hoeffding's inequality, Holley's inequality) whose domain of application extends far beyond the present text. Although the examples treated in the book relate to the possible applications, in the communication and computing sciences, in operations research and in physics, this book is in the first instance concerned with theory.

The level of the book is that of a beginning graduate course. It is self-contained, the prerequisites consisting merely of basic calculus (series) and basic linear algebra (matrices). The reader is not assumed to be trained in probability since the first chapters give in considerable detail the background necessary to understand the rest of the book.

Pierre Brémaud obtained his Doctorate in Mathematics from the University of Paris VI and his PhD from the department of Electrical Engineering and Computer Science of the University of California at Berkeley. He is a major contributor to the theory of stochastic processes and their applications, and has authored or co-authored several reference or textbooks on the subject.

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