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Lévy Processes in Algorithmic Trading with Python: Advanced Stochastic Models for High-Frequency Trading and Risk Management
Paperback
Investing & FinanceProbability & StatisticsProgramming
Publisher: Independently Published
Published: Mar 12 2025
Pages: 394
Weight: 1.04
Height: 0.98 Width: 6.00 Depth: 9.00
Language: English
In modern financial markets, traditional models like Black-Scholes fail to capture the complexity of asset price movements, especially during periods of volatility and extreme events. Lévy processes offer a powerful alternative by extending Brownian motion to account for jump dynamics, heavy-tailed distributions, and market microstructure effects-making them essential for algorithmic traders, quants, and risk analysts.
This book provides a practical, code-driven approach to implementing Lévy processes in Python for high-frequency trading (HFT), quantitative strategies, and risk modeling. Readers will learn how to simulate, calibrate, and apply advanced stochastic models such as Variance Gamma, Normal Inverse Gaussian, and Jump-Diffusion to real-world financial data.
Key Topics Covered:Introduction to Lévy Processes - Understanding how they extend Brownian motion for financial modeling
Simulating Lévy Processes in Python - Monte Carlo methods, Variance Gamma, and Jump-Diffusion models
High-Frequency Trading Applications - Using Lévy-driven models for price prediction and strategy development
Risk Management and Tail Events - Modeling extreme market movements and improving portfolio resilience
Parameter Estimation & Calibration - Implementing Maximum Likelihood Estimation (MLE) and Machine Learning techniques
Advanced Python Implementations - Full code examples using NumPy, SciPy, pandas, and JAX for speed optimization
Designed for quantitative traders, financial engineers, and algorithmic strategists, this book combines rigorous theory with hands-on Python code to give you a competitive edge in modern financial markets. Whether you are a quant developer, hedge fund researcher, or a data scientist, this book will elevate your understanding of financial modeling and trading strategy design.
Get your copy today and master the power of Lévy processes in algorithmic trading!Also from
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Leiter, David
Hardcover
Our Dollar, Your Problem: An Insider's View of Seven Turbulent Decades of Global Finance, and the Road Ahead
Rogoff, Kenneth
Paperback
The Book on Rental Property Investing: How to Create Wealth with Intelligent Buy and Hold Real Estate Investing
Turner, Brandon
Paperback
Como Gane $2,000,000 En La Bolsa / How I Made $2,000,000 in the Stock Market
Darvas, Nicolas
Paperback
Layered Money: From Gold and Dollars to Bitcoin and Central Bank Digital Currencies
Bhatia, Nik
Paperback
Best Loser Wins: Why Normal Thinking Never Wins the Trading Game - Written by a High-Stake Day Trader
Hougaard, Tom
Paperback
The World for Sale: Money, Power, and the Traders Who Barter the Earth's Resources
Farchy, Jack
Blas, Javier
Hardcover
The Mental Game of Trading: A System for Solving Problems with Greed, Fear, Anger, Confidence, and Discipline
Tendler, Jared
Paperback
Fooled by Randomness: The Hidden Role of Chance in Life and in the Markets
Taleb, Nassim Nicholas
Paperback
Elliott Wave - Fibonacci High Probability Trading: Master The Wave Principle and Market Timing With Proven Strategies
Sanders, Jarrod
Paperback
A Richer Retirement: Supercharging the 4% Rule to Spend More and Enjoy More
Bengen, William P.
Hardcover
Money and Me: How to Make Your Finances Work Harder for You and Your Family
Clements, Jonathan
Paperback
How Not to Invest: The Ideas, Numbers, and Behaviors That Destroy Wealth--And How to Avoid Them
Ritholtz, Barry
Hardcover
Our Dollar, Your Problem: An Insider's View of Seven Turbulent Decades of Global Finance, and the Road Ahead
Rogoff, Kenneth
Hardcover
Masters of the Universe: Winning Strategies of America's Greatest Dealmakers
Kadlec, Daniel J.
Paperback
Mastering Private Equity: Transformation Via Venture Capital, Minority Investments and Buyouts
White, Bowen
Prahl, Michael
Zeisberger, Claudia
Hardcover
Covered Calls for Beginners: A Risk-Free Way to Collect "Rental Income" Every Single Month on Stocks You Already Own
Publications, Freeman
Paperback
The Trauma of Money: Mapping Compassionate Pathways to Healing Financial Trauma and Disempowering Financial Shame
Chapman, Chantel
Hardcover
The Accounting Game: Basic Accounting Fresh from the Lemonade Stand
Orloff, Judith
Mullis, Darrell
Paperback
You Can Be a Stock Market Genius: Uncover the Secret Hiding Places of Stock Market Profits
Greenblatt, Joel
Paperback
Your Perfect Portfolio: The Ultimate Guide to Using the World's Most Powerful Investing Strategies
Roche, Cullen
Paperback
Profit First For Lawyers: Transform Your Law Firm from a Cash-Eating Monster to a Money-Making Machine
Robins, RJon
Hardcover
Maximize Your Retirement: The Only Book You'll Ever Need to Retire Prosperous and Worry-Free
Oh, Jae
Paperback
The Physics of Wall Street: A Brief History of Predicting the Unpredictable
Weatherall, James Owen
Paperback
The Psychology of Selling: How to Sell More, Easier, and Faster Than You Ever Thought Possible
Tracy, Brian
Paperback
The Lords of Easy Money: How the Federal Reserve Broke the American Economy
Leonard, Christopher
Paperback