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Statistical Learning for Quantitative Trading: From Regression to Ensemble and Online Methods
Paperback
Business GeneralProbability & Statistics
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Publisher: Independently Published
Pages: 532
Weight: 1.40
Height: 1.32 Width: 6.00 Depth: 9.00
Language: English
Statistical learning has become a core toolset for quantitative trading, yet many practitioners still struggle to move beyond textbook examples into robust, production-ready methods. Statistical Learning for Quantitative Trading bridges that gap.
This book takes a methodical path from classical regression techniques through modern ensemble methods and into online learning approaches designed for non-stationary market environments. Readers will learn how to frame trading problems as supervised learning tasks, evaluate models under realistic market constraints, and adapt techniques as data distributions shift.
Key topics include:
- Linear and regularized regression models for return prediction and risk factor estimation
- Tree-based and ensemble methods (random forests, gradient boosting) and their practical strengths and failure modes in financial data
- Online and sequential learning algorithms suited to streaming market data
- Feature construction, cross-validation strategies, and performance evaluation that respect the temporal structure of financial series
- Practical considerations around overfitting, regime change, and the gap between in-sample performance and live trading results
Written for quant researchers, systematic traders, and data scientists working with financial markets, the book emphasizes clarity, statistical rigor, and realistic application over hype. Code examples and methodological discussion are grounded in the specific challenges of quantitative trading rather than generic machine-learning use cases.
Whether you are refining an existing research pipeline or building statistical models for trading from the ground up, this volume provides a structured foundation for applying modern statistical learning techniques where they matter most: in markets that refuse to stay stationary.
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Hougaard, Rasmus
Zenger, Jack
Review, Harvard Business
Paperback
A Little More Social: How Small Choices Create Unexpected Happiness, Health, and Connection
Epley, Nicholas
Hardcover
Getting to Yes: Negotiating Agreement Without Giving in
Fisher, Roger
Ury, William
Patton, Bruce
Paperback
Expecting Better: Why the Conventional Pregnancy Wisdom Is Wrong--and What You Really Need to Know
Oster, Emily
Paperback
Take It Personal: How to Succeed by Building Relationships and Playing the Long Game
Grutman, David
Hardcover
Atlas of the Heart: Mapping Meaningful Connection and the Language of Human Experience
Brown, Brené
Hardcover
Power and Impact (HBR Emotional Intelligence Series)
Review, Harvard Business
Cable, Dan
Bregman, Peter
Paperback
The Way of Excellence: A Guide to True Greatness and Deep Satisfaction in a Chaotic World
Stulberg, Brad
Hardcover
Here Comes the Sun: A Last Chance for the Climate and a Fresh Chance for Civilization
McKibben, Bill
Hardcover
Crucial Accountability: Proven Skills to Build Trust, Address Disappointment, and Get Results, Third Edition
Hale, Justin
Patterson, Kerry
Grenny, Joseph
Hardcover
Happiness (HBR Emotional Intelligence Series)
McKee, Annie
Gilbert, Daniel
Review, Harvard Business
Paperback
Feedback That Works: How to Build and Deliver Your Message, Second Edition
Center for Creative Leadership
Paperback
Mindfulness (HBR Emotional Intelligence Series)
Review, Harvard Business
Langer, Ellen
Goleman, Daniel
Paperback
Hbr's 10 Must Reads on Strategy, Updated and Expanded (Featuring the Five Competitive Forces That Shape Strategy by Michael E. Porter)
Porter, Michael E.
Kim, W. Chan
Review, Harvard Business
Paperback
Hbr's 10 Must Reads on High Performance, Updated and Expanded (Featuring Nine Things Successful People Do Differently by Heidi Grant)
Grant, Heidi
Goleman, Daniel
Review, Harvard Business
Paperback
The Wisdom and Wealth Solution: Unlocking the Secrets of Happiness, Purpose, and Financial Security with Living360
Ansari, Feroz
Hardcover
Hbr's 10 Must Reads on Managing People, Updated and Expanded (Featuring Are You a Good Boss--Or a Great One? by Linda A. Hill and Kent Lineback)
Goleman, Daniel
Hill, Linda A.
Review, Harvard Business
Paperback
Bonfire of the Murdochs: How the Epic Fight to Control the Last Great Media Dynasty Broke a Family -- And the World
Sherman, Gabriel
Hardcover
The Algorithm: The Hypergrowth Formula That Transformed Tesla, Lululemon, General Motors, and Spacex
McNeill, Jon
Hardcover
Beyond Belief: The Science-Backed Way to Stop Limiting Yourself and Achieve Breakthrough Results
Eyal, Nir
Hardcover
The Phoenix Project: A Novel about It, Devops, and Helping Your Business Win
Kim, Gene
Behr, Kevin
Spafford, George
Paperback
Dirtbag Billionaire: How Yvon Chouinard Built Patagonia, Made a Fortune, and Gave It All Away
Gelles, David
Hardcover
7 Rules of Power: Surprising--But True--Advice on How to Get Things Done and Advance Your Career
Pfeffer, Jeffrey
Paperback
The Millionaire Fastlane: Crack the Code to Wealth and Live Rich for a Lifetime!
DeMarco, M. J.
Paperback
The Obstacle Is the Way Expanded 10th Anniversary Edition: The Timeless Art of Turning Trials Into Triumph
Holiday, Ryan
Hardcover