{"product_id":"generative-market-models-diffusion-transformers-and-synthetic-alpha-for-quantitative-finance-building-generative-architectures-beyond-gans-for-tra-9798264343827","title":"Generative Market Models: Diffusion, Transformers, and Synthetic Alpha for Quantitative Finance: Building Generative Architectures Beyond GANs for Tra","description":"\u003cp\u003e • Author(s): Alice Schwartz | James Preston\u003cbr\u003e • Publisher: Independently Published\u003cbr\u003e • Publisher Imprint: Independently Published\u003cbr\u003e • BISAC: Finance - Financial Engineering\u003c\/p\u003e\u003cp\u003e\u003cb\u003eReactive Publishing\u003c\/b\u003e\u003c\/p\u003e\u003cp\u003eIn today's markets, \u003cb\u003egenerative AI is rewriting the playbook of quantitative finance\u003c\/b\u003e. 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.\u003c\/p\u003e\u003cp\u003e\u003ci\u003eGenerative Market Models: Diffusion, Transformers, and Synthetic Alpha for Quantitative Finance\u003c\/i\u003e 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.\u003c\/p\u003e\u003cp\u003eInside, you'll discover how to: \u003c\/p\u003e\u003cul\u003e\n\u003cli\u003e\u003cp\u003eBuild \u003cb\u003ediffusion models\u003c\/b\u003e that simulate realistic price paths and volatility regimes.\u003c\/p\u003e\u003c\/li\u003e\n\u003cli\u003e\u003cp\u003eLeverage \u003cb\u003etransformer architectures\u003c\/b\u003e to capture long-range dependencies in market data.\u003c\/p\u003e\u003c\/li\u003e\n\u003cli\u003e\u003cp\u003eDesign \u003cb\u003esynthetic data pipelines\u003c\/b\u003e that expand scarce historical datasets.\u003c\/p\u003e\u003c\/li\u003e\n\u003cli\u003e\u003cp\u003eApply \u003cb\u003egenerative techniques to risk management\u003c\/b\u003e, scenario testing, and liquidity modeling.\u003c\/p\u003e\u003c\/li\u003e\n\u003cli\u003e\u003cp\u003eDevelop \u003cb\u003epractical trading frameworks\u003c\/b\u003e that exploit generative signals in live environments.\u003c\/p\u003e\u003c\/li\u003e\n\u003c\/ul\u003e\u003cp\u003eBridging 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 \u003cb\u003eAI revolution\u003c\/b\u003e into a market advantage.\u003c\/p\u003e","brand":"Independently Published","offers":[{"title":"Paperback","offer_id":47887921643671,"sku":"9798264343827","price":4611.0,"currency_code":"INR","in_stock":true}],"thumbnail_url":"\/\/cdn.shopify.com\/s\/files\/1\/0666\/3471\/1191\/files\/9798264343827.webp?v=1781162355","url":"https:\/\/atlanticbooks.com\/products\/generative-market-models-diffusion-transformers-and-synthetic-alpha-for-quantitative-finance-building-generative-architectures-beyond-gans-for-tra-9798264343827","provider":"Atlantic Books","version":"1.0","type":"link"}