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EigenAlpha: The Quant's Guide to Building Smarter Portfolios with Linear Algebra: How Eigenvectors, PCA, and Covariance Matrices Drive Modern Investme
Paperback
Publisher: Independently Published
Published: Nov 2 2025
Pages: 670
Weight: 2.52
Height: 1.34 Width: 7.00 Depth: 10.00
Language: English
In the modern markets, alpha isn't found, it's engineered.
EigenAlpha reveals the mathematical foundation behind how elite quants, portfolio managers, and hedge funds identify hidden structure in financial data. Written by Hayden Van Der Post, one of the most forward-thinking quantitative authors of the decade, this book decodes how linear algebra, the language of vectors, matrices, and eigenvalues-powers portfolio optimization, risk modeling, and the next generation of intelligent investing systems.
Inside, you'll discover how to:
Decompose complex portfolios into orthogonal risk factors using PCA and eigenvectors.
Build robust covariance matrices that actually reflect real-world correlation behavior.
Apply matrix inversion and eigen decomposition to engineer optimized asset allocations.
Understand how factor rotations and dimensional reduction reveal new investment opportunities.
Connect machine learning, statistics, and quant finance through a unified linear algebraic framework.
Whether you're a quant developer, data-driven investor, or finance student, this book will show you the mathematical machinery that transforms data into strategy.
EigenAlpha is about seeing finance geometrically, where every asset, every risk, and every opportunity exists as a vector in multidimensional space. Once you learn to think this way, your perception of markets will change forever.
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The Million-Dollar Financial Services Practice: A Proven System for Becoming a Top Producer
Mullen Jr, David J.
Paperback
SEVENTEEN TO MILLIONAIRE You're Seventeen. You're Canadian. You wanna be rich. Let's do this.
Price, Douglas
Paperback
J.K. Lasser's Small Business Taxes 2026: Your Complete Guide to a Better Bottom Line
Weltman, Barbara
Paperback
The Most Important Thing Illuminated: Uncommon Sense for the Thoughtful Investor
Marks, Howard
Hardcover
El Dinero No Es El Problema, Tú Lo Eres - Money is Not the Problem Spanish
Douglas, Gary M.
Heer, Dain
Paperback
Financial Literacy for All: Disrupting Struggle, Advancing Financial Freedom, and Building a New American Middle Class
Bryant, John Hope
Paperback
No Loose Ends: The Smart & Slightly Morbid Guide to Estate Planning & End-Of-Life Tasks
Zuckerman, Adam
Hardcover
The Infographic Guide to Personal Finance: A Visual Reference for Everything You Need to Know
Cagan, Michele
Lariviere, Elisabeth
Paperback
Payments Systems in the U.S.: A Guide for the Payments Professional
Loftesness, Scott
Benson, Carol Coye
Jones, Russ
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Easy Money: Cryptocurrency, Casino Capitalism, and the Golden Age of Fraud: The Basis for the Documentary Everyone Is Lying to You for Money
McKenzie, Ben
Silverman, Jacob
Paperback
The Capital Order: How Economists Invented Austerity and Paved the Way to Fascism
Mattei, Clara E.
Paperback
Trade Like a Stock Market Wizard: How to Achieve Superperformance in Stocks in Any Market
Minervini, Mark
Hardcover
Fixed: Why Personal Finance Is Broken and How to Make It Work for Everyone
Ramadorai, Tarun
Campbell, John Y.
Hardcover
Stop Making Stupid Investments: 7 Rules to Avoid the Hype and Build Real Wealth
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
A Richer Retirement: Supercharging the 4% Rule to Spend More and Enjoy More
Bengen, William P.
Hardcover
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
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 Accounting Game: Basic Accounting Fresh from the Lemonade Stand
Orloff, Judith
Mullis, Darrell
Paperback
The Trauma of Money: Mapping Compassionate Pathways to Healing Financial Trauma and Disempowering Financial Shame
Chapman, Chantel
Hardcover
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
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The Lords of Easy Money: How the Federal Reserve Broke the American Economy
Leonard, Christopher
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