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Path Signatures and Rough Path Theory for Quantitative Trading in Python: A Practical Guide to Geometric Feature Engineering and Signature Models
Paperback
Publisher: Independently Published
Published: Jun 3 2026
Pages: 488
Weight: 1.29
Height: 1.21 Width: 6.00 Depth: 9.00
Language: English
Path signatures and rough path theory represent some of the most powerful mathematical tools available for analyzing complex, irregular time series data in quantitative trading.
This practical guide introduces Python developers and quantitative analysts to the core concepts of path signatures and rough path theory, with a strong focus on real-world implementation. You will learn how to apply geometric feature engineering and signature-based models to extract meaningful information from high-frequency and noisy financial data.
What You Will Learn:
- The mathematical foundations of path signatures and rough path theory
- How to compute and use signature features in Python for time-series analysis
- Techniques for geometric feature engineering on sequential data
- Implementation of signature kernels and signature-based machine learning models
- Practical approaches for regime detection and modeling market dynamics
- Code examples using modern Python libraries for quantitative finance
Written for practitioners with intermediate Python and basic machine learning knowledge, this book bridges advanced mathematical theory with clear, reproducible code. Each chapter includes hands-on examples that demonstrate how these methods can be integrated into existing trading and research workflows.
Whether you are exploring new feature engineering approaches or seeking more robust ways to model non-linear and path-dependent market behavior, this book provides the technical foundation and practical guidance needed to work effectively with signature methods in quantitative trading.
Note: This book focuses on educational techniques and does not provide trading advice or performance guarantees.
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The New Money Strategy: The Modern Guide to Rational, Long-Term Investing
Van Der Kolk, Brandon
Hardcover
Alchemy: The Dark Art and Curious Science of Creating Magic in Brands, Business, and Life
Sutherland, Rory
Paperback
Payments Systems in the U.S.: A Guide for the Payments Professional
Jones, Russ
Loftesness, Scott
Benson, Carol Coye
Paperback
Predictably Irrational, Revised and Expanded Edition: The Hidden Forces That Shape Our Decisions
Ariely, Dan
Paperback
Small Time Operator: How to Start Your Own Business, Keep Your Books, Pay Your Taxes, and Stay Out of Trouble
Kamoroff, Bernard B.
Paperback
The Currencies of Wellness: A Field Guide to the Unexpected Ways Brands Can Shape Everyday Well-Being
Nichols, Tricia
Paperback
The Million-Dollar Financial Services Practice: A Proven System for Becoming a Top Producer
Mullen Jr, David J.
Paperback
The Most Important Thing Illuminated: Uncommon Sense for the Thoughtful Investor
Marks, Howard
Hardcover
The Complete Turtletrader: How 23 Novice Investors Became Overnight Millionaires
Covel, Michael W.
Paperback
Rich Family Smart Family: Raise Your Family's Financial IQ and Take Control of Your Future
Kiyosaki, Robert
Paperback
J.K. Lasser's 1001 Deductions and Tax Breaks 2026: Your Complete Guide to Everything Deductible
Weltman, Barbara
Paperback
Maximize Your Retirement: The Only Book You'll Ever Need to Retire Prosperous and Worry-Free
Oh, Jae
Paperback
Our Dollar, Your Problem: An Insider's View of Seven Turbulent Decades of Global Finance, and the Road Ahead
Rogoff, Kenneth
Paperback
No Loose Ends: The Smart & Slightly Morbid Guide to Estate Planning & End-Of-Life Tasks
Zuckerman, Adam
Hardcover
The Millionaire Next Door: The Surprising Secrets of America's Wealthy
Stanley, Thomas J.
Danko, William D.
Hardcover
Wired on Wall Street: The Rise and Fall of Tipper X, One of the Fbi's Most Prolific Informants
Hardin, Tom
Hardcover
The Infographic Guide to Personal Finance: A Visual Reference for Everything You Need to Know
Lariviere, Elisabeth
Cagan, Michele
Paperback
Stop Making Stupid Investments: 7 Rules to Avoid the Hype and Build Real Wealth
Leiter, David
Hardcover
Best Loser Wins: Why Normal Thinking Never Wins the Trading Game - Written by a High-Stake Day Trader
Hougaard, Tom
Paperback
The Tax and Legal Playbook: Game-Changing Solutions to Your Small Business Questions
Kohler, Mark
Paperback
Hide Your Assets and Disappear: A Step-By-Step Guide to Vanishing Without a Trace
Pankau, Edmund
Paperback
Financial Literacy for All: Disrupting Struggle, Advancing Financial Freedom, and Building a New American Middle Class
Bryant, John Hope
Paperback
Trade Like a Stock Market Wizard: How to Achieve Superperformance in Stocks in Any Market
Minervini, Mark
Hardcover
Investing 101: From Stocks and Bonds to Etfs and Ipos, an Essential Primer on Building a Profitable Portfolio
Cagan, Michele
Hardcover
El Dinero No Es El Problema, Tú Lo Eres - Money is Not the Problem Spanish
Douglas, Gary M.
Heer, Dain
Paperback
Finance Equations & Answers: A Quickstudy Laminated Reference Guide
Florida Institute of Finance
Other
Easy Money: Cryptocurrency, Casino Capitalism, and the Golden Age of Fraud: The Basis for the Documentary Everyone Is Lying to You for Money
Silverman, Jacob
McKenzie, Ben
Paperback
The Capital Order: How Economists Invented Austerity and Paved the Way to Fascism
Mattei, Clara E.
Paperback
SEVENTEEN TO MILLIONAIRE You're Seventeen. You're Canadian. You wanna be rich. Let's do this.
Price, Douglas
Paperback
Sideways: Using the Power of Technical Analysis to Profit in Uncertain Times
Richards, Keith G.
Paperback
The Mental Game of Trading: A System for Solving Problems with Greed, Fear, Anger, Confidence, and Discipline
Tendler, Jared
Paperback
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
Prahl, Michael
Zeisberger, Claudia
White, Bowen
Hardcover
Investment Valuation, University Edition: Tools and Techniques for Determining the Value of Any Asset
Damodaran, Aswath
Paperback
J.K. Lasser's 1001 Deductions and Tax Breaks 2027: Your Complete Guide to Everything Deductible
Weltman, Barbara
Paperback
J.K. Lasser's Small Business Taxes 2026: Your Complete Guide to a Better Bottom Line
Weltman, Barbara
Paperback
The World for Sale: Money, Power, and the Traders Who Barter the Earth's Resources
Farchy, Jack
Blas, Javier
Hardcover
Fooled by Randomness: The Hidden Role of Chance in Life and in the Markets
Taleb, Nassim Nicholas
Paperback
The Book on Rental Property Investing: How to Create Wealth with Intelligent Buy and Hold Real Estate Investing
Turner, Brandon
Paperback
Elliott Wave - Fibonacci High Probability Trading: Master The Wave Principle and Market Timing With Proven Strategies
Sanders, Jarrod
Paperback
Money and Me: How to Make Your Finances Work Harder for You and Your Family
Clements, Jonathan
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
Fixed: Why Personal Finance Is Broken and How to Make It Work for Everyone
Campbell, John Y.
Ramadorai, Tarun
Hardcover
The Accounting Game: Basic Accounting Fresh from the Lemonade Stand
Mullis, Darrell
Orloff, Judith
Paperback
You Can Be a Stock Market Genius: Uncover the Secret Hiding Places of Stock Market Profits
Greenblatt, Joel
Paperback
A Richer Retirement: Supercharging the 4% Rule to Spend More and Enjoy More
Bengen, William P.
Hardcover