Anomalous Stochastics

£59.99

Anomalous Stochastics

A Comprehensive Guide to Multifractals, Random Walks, and Real-World Applications

Cybernetics and systems theory Economics, Finance, Business and Management Probability and statistics Stochastics Statistical physics

Authors: Michal Chorowski, Tomasz Gubiec, Ryszard Kutner

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Collection: Understanding Complex Systems

Language: English

Published by: Springer

Published on: 1st April 2025

Format: LCP-protected ePub

ISBN: 9783031803925


Overview

This textbook provides a comprehensive exploration of anomalous stochastic processes and extreme events, commonly referred to as "black swans," with a particular focus on (multi-)fractal approaches and continuous-time random walks. The authors present a systematic examination of the subject, tracing its inception and providing a multi-directional perspective. By drawing on real-world experiences in finance, physics, and technology, the book underscores the practical relevance of anomalous stochastic processes for practitioners dealing with real-world data from complex systems.

Target Audience and Background

The content is based on a series of interdisciplinary physics lectures that have been delivered to undergraduate and graduate students at the University of Warsaw for nearly two decades. Updated to reflect recent developments, this book is a valuable resource for graduate students, ambitious undergraduate students, and researchers interested in random processes and the practical implications of anomalous processes. Familiarity with fundamental principles of probability theory, algebra, and basic concepts of differential and integral calculus is assumed, while a foundational understanding of mathematical statistics, stochastic processes, and statistical thermodynamics is recommended.

Additional Features

Additionally, each chapter includes practical exercises designed to help readers master the concepts, develop practical skills, and serve as teaching material.

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