An Introduction to Continuous-Time Stochastic Processes: Theory, Models, and Applications to Finance, Biology, and Medicine
暫譯: 連續時間隨機過程導論:理論、模型及其在金融、生物學和醫學中的應用

Capasso, Vincenzo, Bakstein, David

  • 出版商: Birkhauser Boston
  • 出版日期: 2021-06-19
  • 售價: $3,560
  • 貴賓價: 9.5$3,382
  • 語言: 英文
  • 頁數: 560
  • 裝訂: Hardcover - also called cloth, retail trade, or trade
  • ISBN: 3030696529
  • ISBN-13: 9783030696528
  • 相關分類: 機率統計學 Probability-and-statistics
  • 無法訂購

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商品描述

This textbook, now in its fourth edition, offers a rigorous and self-contained introduction to the theory of continuous-time stochastic processes, stochastic integrals, and stochastic differential equations. Expertly balancing theory and applications, it features concrete examples of modeling real-world problems from biology, medicine, finance, and insurance using stochastic methods. No previous knowledge of stochastic processes is required. Unlike other books on stochastic methods that specialize in a specific field of applications, this volume examines the ways in which similar stochastic methods can be applied across different fields.
Beginning with the fundamentals of probability, the authors go on to introduce the theory of stochastic processes, the Itô Integral, and stochastic differential equations. The following chapters then explore stability, stationarity, and ergodicity. The second half of the book is dedicated to applications to a variety of fields, including finance, biology, and medicine. Some highlights of this fourth edition include a more rigorous introduction to Gaussian white noise, additional material on the stability of stochastic semigroups used in models of population dynamics and epidemic systems, and the expansion of methods of analysis of one-dimensional stochastic differential equations.
An Introduction to Continuous-Time Stochastic Processes, Fourth Edition is intended for graduate students taking an introductory course on stochastic processes, applied probability, stochastic calculus, mathematical finance, or mathematical biology. Prerequisites include knowledge of calculus and some analysis; exposure to probability would be helpful but not required since the necessary fundamentals of measure and integration are provided. Researchers and practitioners in mathematical finance, biomathematics, biotechnology, and engineering will also find this volume to be of interest, particularlythe applications explored in the second half of the book.

商品描述(中文翻譯)

這本教科書目前已進入第四版,提供了一個嚴謹且自成體系的連續時間隨機過程、隨機積分和隨機微分方程的理論介紹。它專業地平衡了理論與應用,並展示了如何使用隨機方法來建模生物學、醫學、金融和保險等現實世界問題的具體例子。讀者不需要具備隨機過程的先前知識。與其他專注於特定應用領域的隨機方法書籍不同,本書探討了類似的隨機方法如何能夠應用於不同領域。

本書從概率的基本原理開始,接著介紹隨機過程理論、Itô積分和隨機微分方程。隨後的章節探討穩定性、平穩性和遍歷性。書的後半部分專注於應用於多個領域,包括金融、生物學和醫學。這一版的一些亮點包括對高斯白噪聲的更嚴謹介紹、關於用於人口動態和流行病系統模型的隨機半群穩定性的額外材料,以及對一維隨機微分方程分析方法的擴展。

《連續時間隨機過程導論(第四版)》旨在為研究生提供一門隨機過程、應用概率、隨機微積分、數學金融或數學生物學的入門課程。先修課程包括微積分和一些分析知識;接觸概率學會有幫助,但不是必需的,因為書中提供了必要的測度和積分基礎。數學金融、生物數學、生物技術和工程領域的研究人員和從業者也會對本書感興趣,特別是書後半部分探討的應用。

作者簡介

Vincenzo Capasso is a Professor of Probability and Mathematical Statistics at the University of Milan, an elected member of the International Statistics Institute, a Fellow of The Institute of Mathematics and its Applications - UK, Past President of ECMI (the European Consortium for Mathematics in Industry), and Past President of ESMTB (European Society for Mathematical and Theoretical Biology).
David Bakstein has been working in the financial industry for close to 25 years, many of those dedicated to applied mathematical models. He originally studied and taught at both the LSE and University of Oxford (OCIAM & Lady Margaret Hall).

作者簡介(中文翻譯)

文森佐·卡帕索(Vincenzo Capasso)是米蘭大學的機率與數學統計教授,國際統計學會的當選會員,英國數學及其應用學會的研究員,歐洲數學工業聯盟(ECMI)的前任會長,以及歐洲數學與理論生物學會(ESMTB)的前任會長。

大衛·巴克斯坦(David Bakstein)在金融業工作近25年,其中許多年專注於應用數學模型。他最初在倫敦政治經濟學院(LSE)和牛津大學(OCIAM及瑪格麗特夫人學院)學習和教學。