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Generative Market Models: Diffusion, Transformers, and Synthetic Alpha for Quantitative Finance: Building Generative Architectures Beyond GANs for Tra
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Publisher: Independently Published
Published: Sep 8 2025
Pages: 554
Weight: 1.61
Height: 1.12 Width: 6.00 Depth: 9.00
Language: English
In today's markets, generative AI is rewriting the playbook of quantitative finance. Traditional econometric models struggle to capture the complexity of modern markets, but advanced architectures, diffusion models, large-scale transformers, and synthetic alpha frameworks, are opening a new frontier of predictive power and strategy design.
Generative Market Models: Diffusion, Transformers, and Synthetic Alpha for Quantitative Finance takes readers deep into this frontier. From the mathematical foundations of generative systems to real-world case studies in portfolio management, options pricing, and market simulation, this book equips traders, analysts, and quants with the tools to engineer next-generation alpha.
Inside, you'll discover how to:
Build diffusion models that simulate realistic price paths and volatility regimes.
Leverage transformer architectures to capture long-range dependencies in market data.
Design synthetic data pipelines that expand scarce historical datasets.
Apply generative techniques to risk management, scenario testing, and liquidity modeling.
Develop practical trading frameworks that exploit generative signals in live environments.
Bridging theory and implementation, James Preston delivers a comprehensive guide to harnessing generative AI for alpha discovery. Whether you're an academic, a practicing quant, or an advanced trader, this book shows you how to turn the AI revolution into a market advantage.
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The Complete Turtletrader: How 23 Novice Investors Became Overnight Millionaires
Covel, Michael W.
Paperback
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
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Predictably Irrational, Revised and Expanded Edition: The Hidden Forces That Shape Our Decisions
Ariely, Dan
Paperback
Hide Your Assets and Disappear: A Step-By-Step Guide to Vanishing Without a Trace
Pankau, Edmund
Paperback
The Millionaire Next Door: The Surprising Secrets of America's Wealthy
Stanley, Thomas J.
Danko, William D.
Hardcover
Money to Burn: The Unvarnished Truth about Leon Black, Apollo, and the Rise of a New Wall Street
Cohan, William D.
Hardcover
Rich Family Smart Family: Raise Your Family's Financial IQ and Take Control of Your Future
Kiyosaki, Robert
Paperback
Payments Systems in the U.S.: A Guide for the Payments Professional
Loftesness, Scott
Benson, Carol Coye
Jones, Russ
Paperback
Anti-Fascist Economics: In Defense of Affordability, Dignity, and Democracy
Weber, Isabella
Hardcover
Small Time Operator: How to Start Your Own Business, Keep Your Books, Pay Your Taxes, and Stay Out of Trouble
Kamoroff, Bernard B.
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Finance Equations & Answers: A Quickstudy Laminated Reference Guide
Florida Institute of Finance
Other
Financial Literacy for All: Disrupting Struggle, Advancing Financial Freedom, and Building a New American Middle Class
Bryant, John Hope
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The Million-Dollar Financial Services Practice: A Proven System for Becoming a Top Producer
Mullen Jr, David J.
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The Infographic Guide to Personal Finance: A Visual Reference for Everything You Need to Know
Cagan, Michele
Lariviere, Elisabeth
Paperback
Wired on Wall Street: The Rise and Fall of Tipper X, One of the Fbi's Most Prolific Informants
Hardin, Tom
Hardcover
El Dinero No Es El Problema, Tú Lo Eres - Money is Not the Problem Spanish
Heer, Dain
Douglas, Gary M.
Paperback
The Most Important Thing Illuminated: Uncommon Sense for the Thoughtful Investor
Marks, Howard
Hardcover
Investing 101: From Stocks and Bonds to Etfs and Ipos, an Essential Primer on Building a Profitable Portfolio
Cagan, Michele
Hardcover
SEVENTEEN TO MILLIONAIRE You're Seventeen. You're Canadian. You wanna be rich. Let's do this.
Price, Douglas
Paperback
Our Dollar, Your Problem: An Insider's View of Seven Turbulent Decades of Global Finance, and the Road Ahead
Rogoff, Kenneth
Paperback
Stop Making Stupid Investments: 7 Rules to Avoid the Hype and Build Real Wealth
Leiter, David
Hardcover
Sideways: Using the Power of Technical Analysis to Profit in Uncertain Times
Richards, Keith G.
Paperback
Trade Like a Stock Market Wizard: How to Achieve Superperformance in Stocks in Any Market
Minervini, Mark
Hardcover
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
No Loose Ends: The Smart & Slightly Morbid Guide to Estate Planning & End-Of-Life Tasks
Zuckerman, Adam
Hardcover
The Capital Order: How Economists Invented Austerity and Paved the Way to Fascism
Mattei, Clara E.
Paperback
Best Loser Wins: Why Normal Thinking Never Wins the Trading Game - Written by a High-Stake Day Trader
Hougaard, Tom
Paperback
J.K. Lasser's Small Business Taxes 2026: Your Complete Guide to a Better Bottom Line
Weltman, Barbara
Paperback
Como Gane $2,000,000 En La Bolsa / How I Made $2,000,000 in the Stock Market
Darvas, Nicolas
Paperback
The Mental Game of Trading: A System for Solving Problems with Greed, Fear, Anger, Confidence, and Discipline
Tendler, Jared
Paperback
The Tax and Legal Playbook: Game-Changing Solutions to Your Small Business Questions
Kohler, Mark
Paperback
Fooled by Randomness: The Hidden Role of Chance in Life and in the Markets
Taleb, Nassim Nicholas
Paperback
Fixed: Why Personal Finance Is Broken and How to Make It Work for Everyone
Campbell, John Y.
Ramadorai, Tarun
Hardcover
The Book on Rental Property Investing: How to Create Wealth with Intelligent Buy and Hold Real Estate Investing
Turner, Brandon
Paperback
Mastering Private Equity: Transformation Via Venture Capital, Minority Investments and Buyouts
Prahl, Michael
Zeisberger, Claudia
White, Bowen
Hardcover
The World for Sale: Money, Power, and the Traders Who Barter the Earth's Resources
Blas, Javier
Farchy, Jack
Hardcover
Money and Me: How to Make Your Finances Work Harder for You and Your Family
Clements, Jonathan
Paperback
Layered Money: From Gold and Dollars to Bitcoin and Central Bank Digital Currencies
Bhatia, Nik
Paperback
Elliott Wave - Fibonacci High Probability Trading: Master The Wave Principle and Market Timing With Proven Strategies
Sanders, Jarrod
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Maximize Your Retirement: The Only Book You'll Ever Need to Retire Prosperous and Worry-Free
Oh, Jae
Paperback
A Richer Retirement: Supercharging the 4% Rule to Spend More and Enjoy More
Bengen, William P.
Hardcover
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
Covered Calls for Beginners: A Risk-Free Way to Collect "Rental Income" Every Single Month on Stocks You Already Own
Publications, Freeman
Paperback
You Can Be a Stock Market Genius: Uncover the Secret Hiding Places of Stock Market Profits
Greenblatt, Joel
Paperback
The Accounting Game: Basic Accounting Fresh from the Lemonade Stand
Mullis, Darrell
Orloff, Judith
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Masters of the Universe: Winning Strategies of America's Greatest Dealmakers
Kadlec, Daniel J.
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Your Perfect Portfolio: The Ultimate Guide to Using the World's Most Powerful Investing Strategies
Roche, Cullen
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Beyond the Grave, Revised and Updated Edition: The Right Way and the Wrong Way of Leaving Money to Your Children (and Others)
Condon, Jeffery L.
Paperback