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Probability and Stochastic Processes for Physicists

  • Nicola Cufaro Petroni
Textbook
  • 575 Downloads

Part of the UNITEXT for Physics book series (UNITEXTPH)

Table of contents

  1. Front Matter
    Pages i-xiii
  2. Probability

    1. Front Matter
      Pages 1-1
    2. Nicola Cufaro Petroni
      Pages 3-18
    3. Nicola Cufaro Petroni
      Pages 19-48
    4. Nicola Cufaro Petroni
      Pages 49-98
    5. Nicola Cufaro Petroni
      Pages 99-126
  3. Stochastic Processes

    1. Front Matter
      Pages 127-127
    2. Nicola Cufaro Petroni
      Pages 129-143
    3. Nicola Cufaro Petroni
      Pages 145-182
    4. Nicola Cufaro Petroni
      Pages 183-223
    5. Nicola Cufaro Petroni
      Pages 225-256
  4. Physical Modeling

    1. Front Matter
      Pages 257-257
    2. Nicola Cufaro Petroni
      Pages 259-275
    3. Nicola Cufaro Petroni
      Pages 277-299
  5. Back Matter
    Pages 301-373

About this book

Introduction

This book seeks to bridge the gap between the parlance, the models, and even the notations used by physicists and those used by mathematicians when it comes to the topic of probability and stochastic processes. The opening four chapters elucidate the basic concepts of probability, including probability spaces and measures, random variables, and limit theorems. Here, the focus is mainly on models and ideas rather than the mathematical tools. The discussion of limit theorems serves as a gateway to extensive coverage of the theory of stochastic processes, including, for example, stationarity and ergodicity, Poisson and Wiener processes and their trajectories, other Markov processes, jump-diffusion processes, stochastic calculus, and stochastic differential equations. All these conceptual tools then converge in a dynamical theory of Brownian motion that compares the Einstein–Smoluchowski and Ornstein–Uhlenbeck approaches, highlighting the most important ideas that finally led to a connection between the Schrödinger equation and diffusion processes along the lines of Nelson’s stochastic mechanics. A series of appendices cover particular details and calculations, and offer concise treatments of particular thought-provoking topics.

Keywords

Probability for Physicists Textbook Markov Processes Brownian Motion Jump-Diffusion Processes Ito Calculus Stochastic Mechanics Stochastic Calculus Ornstein-Uhlenbeck Equations Stratonovich Integral

Authors and affiliations

  • Nicola Cufaro Petroni
    • 1
  1. 1.Department of PhysicsUniversity of BariBariItaly

Bibliographic information

  • DOI https://doi.org/10.1007/978-3-030-48408-8
  • Copyright Information The Editor(s) (if applicable) and The Author(s), under exclusive license to Springer Nature Switzerland AG 2020
  • Publisher Name Springer, Cham
  • eBook Packages Physics and Astronomy Physics and Astronomy (R0)
  • Print ISBN 978-3-030-48407-1
  • Online ISBN 978-3-030-48408-8
  • Series Print ISSN 2198-7882
  • Series Online ISSN 2198-7890
  • Buy this book on publisher's site
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