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Introduction to Stochastic Processes: Chapman & Hall/CRC Probability Series

Autor Gregory F. Lawler
en Limba Engleză Hardback – 16 mai 2006
Emphasizing fundamental mathematical ideas rather than proofs, Introduction to Stochastic Processes, Second Edition provides quick access to important foundations of probability theory applicable to problems in many fields. Assuming that you have a reasonable level of computer literacy, the ability to write simple programs, and the access to software for linear algebra computations, the author approaches the problems and theorems with a focus on stochastic processes evolving with time, rather than a particular emphasis on measure theory.

For those lacking in exposure to linear differential and difference equations, the author begins with a brief introduction to these concepts. He proceeds to discuss Markov chains, optimal stopping, martingales, and Brownian motion. The book concludes with a chapter on stochastic integration. The author supplies many basic, general examples and provides exercises at the end of each chapter.

New to the Second Edition:
  • Expanded chapter on stochastic integration that introduces modern mathematical finance
  • Introduction of Girsanov transformation and the Feynman-Kac formula
  • Expanded discussion of Itô's formula and the Black-Scholes formula for pricing options
  • New topics such as Doob's maximal inequality and a discussion on self similarity in the chapter on Brownian motion

    Applicable to the fields of mathematics, statistics, and engineering as well as computer science, economics, business, biological science, psychology, and engineering, this concise introduction is an excellent resource both for students and professionals.
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    Specificații

    ISBN-13: 9781584886518
    ISBN-10: 158488651X
    Pagini: 248
    Ilustrații: 13 black & white illustrations
    Dimensiuni: 156 x 234 x 19 mm
    Greutate: 0.48 kg
    Ediția:Revizuită
    Editura: CRC Press
    Colecția Chapman and Hall/CRC
    Seria Chapman & Hall/CRC Probability Series


    Public țintă

    Undergraduate

    Cuprins

    Preliminaries. Finite Markov Chains. Countable Markov Chains. Continuous-Time Markov Chains. Optimal Stopping. Martingales. Renewal Processes. Reversible Markov Chians. Brownian Motion. Stochastic Integration.

    Descriere

    Focusing on mathematical ideas rather than proofs, this book provides access to important fundamentals of stochastic processes. This second edition features additional material on stochastic integration, with expanded discussion of Girsanov transformation, an introduction to the Feynman-Kac formula, and an exposition on the Black-Scholes formula with applications from the field of mathematical finance. This new edition also includes new and expanded topics such as Doob's maximal inequality in the chapter on martingales and self similarity in the chapter on Brownian motion. It remains an ideal reference for professional mathematicians and statisticians as well as students.