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Efficient Evaluation of Expectations of Functions of a Stable Levy Process and Its Extremum

Efficient Evaluation of Expectations of Functions of a Stable Levy Process and Its Extremum
Author: Svetlana Boyarchenko
Publisher:
Total Pages: 0
Release: 2022
Genre:
ISBN:

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Integral representations for expectations of functions of a stable L 'evy process $X$ and its supremum $ bar X$ are derived. As examples, cumulative probability distribution functions (cpdf) of $X_T, barX_T$, the joint cpdf of $X_T$ and $ barX_T$, and the expectation of $( be X_T- barX_T)_+$, $ be>1$, are considered, and efficient numerical procedures for cpdfs are developed. The most efficient numerical methods use the conformal acceleration technique and simplified trapezoid rule.


Efficient Evaluation of Expectations of Functions of a Lévy Process and Its Extremum. II.

Efficient Evaluation of Expectations of Functions of a Lévy Process and Its Extremum. II.
Author: Svetlana Boyarchenko
Publisher:
Total Pages: 0
Release: 2022
Genre:
ISBN:

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We prove a simple general formula for the expectation of a function of a Lévy process and its running extremum, which is more convenient for applications than general formulas in the first version of the paper. The derivation of explicit formulas in applications significantly simplifies.Under additional conditions, we derive analytical formulas using the Fourier/Laplace inversion and Wiener-Hopf factorization, and discuss efficient numerical methods for realization of these formulas. As applications, the cumulative probability distribution function of the process and its running maximum and the price of the option to exchange the maximum of a stock price for a power of the price are calculated. The most efficient numerical methods use the sinh-acceleration technique and simplified trapezoid rule. The program in Matlab running on a Mac with moderate characteristics achieves the precision E-7 and better in several milliseconds, and E-14 - in a fraction of a second.


Stable Lévy Processes

Stable Lévy Processes
Author: Ditlev Monrad
Publisher:
Total Pages: 84
Release: 1976
Genre:
ISBN:

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Brownian Motion

Brownian Motion
Author: Peter Mörters
Publisher: Cambridge University Press
Total Pages:
Release: 2010-03-25
Genre: Mathematics
ISBN: 1139486578

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This eagerly awaited textbook covers everything the graduate student in probability wants to know about Brownian motion, as well as the latest research in the area. Starting with the construction of Brownian motion, the book then proceeds to sample path properties like continuity and nowhere differentiability. Notions of fractal dimension are introduced early and are used throughout the book to describe fine properties of Brownian paths. The relation of Brownian motion and random walk is explored from several viewpoints, including a development of the theory of Brownian local times from random walk embeddings. Stochastic integration is introduced as a tool and an accessible treatment of the potential theory of Brownian motion clears the path for an extensive treatment of intersections of Brownian paths. An investigation of exceptional points on the Brownian path and an appendix on SLE processes, by Oded Schramm and Wendelin Werner, lead directly to recent research themes.


Fluctuations of Lévy Processes with Applications

Fluctuations of Lévy Processes with Applications
Author: Andreas E. Kyprianou
Publisher: Springer Science & Business Media
Total Pages: 461
Release: 2014-01-09
Genre: Mathematics
ISBN: 3642376320

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Lévy processes are the natural continuous-time analogue of random walks and form a rich class of stochastic processes around which a robust mathematical theory exists. Their application appears in the theory of many areas of classical and modern stochastic processes including storage models, renewal processes, insurance risk models, optimal stopping problems, mathematical finance, continuous-state branching processes and positive self-similar Markov processes. This textbook is based on a series of graduate courses concerning the theory and application of Lévy processes from the perspective of their path fluctuations. Central to the presentation is the decomposition of paths in terms of excursions from the running maximum as well as an understanding of short- and long-term behaviour. The book aims to be mathematically rigorous while still providing an intuitive feel for underlying principles. The results and applications often focus on the case of Lévy processes with jumps in only one direction, for which recent theoretical advances have yielded a higher degree of mathematical tractability. The second edition additionally addresses recent developments in the potential analysis of subordinators, Wiener-Hopf theory, the theory of scale functions and their application to ruin theory, as well as including an extensive overview of the classical and modern theory of positive self-similar Markov processes. Each chapter has a comprehensive set of exercises.


High-Dimensional Probability

High-Dimensional Probability
Author: Roman Vershynin
Publisher: Cambridge University Press
Total Pages: 299
Release: 2018-09-27
Genre: Business & Economics
ISBN: 1108415199

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An integrated package of powerful probabilistic tools and key applications in modern mathematical data science.


Lectures on the Poisson Process

Lectures on the Poisson Process
Author: Günter Last
Publisher: Cambridge University Press
Total Pages: 315
Release: 2017-10-26
Genre: Mathematics
ISBN: 1107088011

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A modern introduction to the Poisson process, with general point processes and random measures, and applications to stochastic geometry.


Financial Modelling with Jump Processes

Financial Modelling with Jump Processes
Author: Peter Tankov
Publisher: CRC Press
Total Pages: 552
Release: 2003-12-30
Genre: Business & Economics
ISBN: 1135437947

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WINNER of a Riskbook.com Best of 2004 Book Award! During the last decade, financial models based on jump processes have acquired increasing popularity in risk management and option pricing. Much has been published on the subject, but the technical nature of most papers makes them difficult for nonspecialists to understand, and the mathematic


The Fundamentals of Heavy Tails

The Fundamentals of Heavy Tails
Author: Jayakrishnan Nair
Publisher: Cambridge University Press
Total Pages: 266
Release: 2022-06-09
Genre: Mathematics
ISBN: 1009062964

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Heavy tails –extreme events or values more common than expected –emerge everywhere: the economy, natural events, and social and information networks are just a few examples. Yet after decades of progress, they are still treated as mysterious, surprising, and even controversial, primarily because the necessary mathematical models and statistical methods are not widely known. This book, for the first time, provides a rigorous introduction to heavy-tailed distributions accessible to anyone who knows elementary probability. It tackles and tames the zoo of terminology for models and properties, demystifying topics such as the generalized central limit theorem and regular variation. It tracks the natural emergence of heavy-tailed distributions from a wide variety of general processes, building intuition. And it reveals the controversy surrounding heavy tails to be the result of flawed statistics, then equips readers to identify and estimate with confidence. Over 100 exercises complete this engaging package.


Lévy Processes and Stochastic Calculus

Lévy Processes and Stochastic Calculus
Author: David Applebaum
Publisher: Cambridge University Press
Total Pages: 461
Release: 2009-04-30
Genre: Mathematics
ISBN: 1139477986

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Lévy processes form a wide and rich class of random process, and have many applications ranging from physics to finance. Stochastic calculus is the mathematics of systems interacting with random noise. Here, the author ties these two subjects together, beginning with an introduction to the general theory of Lévy processes, then leading on to develop the stochastic calculus for Lévy processes in a direct and accessible way. This fully revised edition now features a number of new topics. These include: regular variation and subexponential distributions; necessary and sufficient conditions for Lévy processes to have finite moments; characterisation of Lévy processes with finite variation; Kunita's estimates for moments of Lévy type stochastic integrals; new proofs of Ito representation and martingale representation theorems for general Lévy processes; multiple Wiener-Lévy integrals and chaos decomposition; an introduction to Malliavin calculus; an introduction to stability theory for Lévy-driven SDEs.