An Introduction to Continuous-Time Stochastic Processes: Theory, Models, and Applications to Finance, Biology, and Medicine

An Introduction to Continuous-Time Stochastic Processes: Theory, Models, and Applications to Finance, Biology, and Medicine

An Introduction to Continuous-Time Stochastic Processes: Theory, Models, and Applications to Finance, Biology, and Medicine

An Introduction to Continuous-Time Stochastic Processes: Theory, Models, and Applications to Finance, Biology, and Medicine

eBook4th ed. 2021 (4th ed. 2021)

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Overview

This textbook, now in its fourth edition, offers a rigorous and self-contained introduction to the theory of continuous-time shastic processes, shastic integrals, and shastic differential equations. Expertly balancing theory and applications, it features concrete examples of modeling real-world problems from biology, medicine, finance, and insurance using shastic methods. No previous knowledge of shastic processes is required. Unlike other books on shastic methods that specialize in a specific field of applications, this volume examines the ways in which similar shastic methods can be applied across different fields.

Beginning with the fundamentals of probability, the authors go on to introduce the theory of shastic processes, the Itô Integral, and shastic 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 shastic semigroups used in models of population dynamics and epidemic systems, and the expansion of methods of analysis of one-dimensional shastic differential equations.

An Introduction to Continuous-Time Shastic Processes, Fourth Edition is intended for graduate students taking an introductory course on shastic processes, applied probability, shastic 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.


Product Details

ISBN-13: 9783030696535
Publisher: Birkhäuser
Publication date: 06/18/2021
Series: Modeling and Simulation in Science, Engineering and Technology
Sold by: Barnes & Noble
Format: eBook
File size: 55 MB
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About the Author

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).

Table of Contents

Part I: Theory of Shastic Processes.- Fundamentals of Probability.- Shastic Processes.- The Itô Integral.- Shastic Differential Equations.- Stability, Stationary, Ergodicity.- Part II: Applications of Shastic Processes.- Applications to Finance and Insurance.- Applications to Biology and Medicine.- Measure and Integration.- Convergence of Probability Measures on Metric Spaces.- Appendices.

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