{"product_id":"mutual-information-in-trading-systems-measuring-nonlinear-dependencies-in-financial-markets-with-python-9798251073997","title":"Mutual Information in Trading Systems: Measuring Nonlinear Dependencies in Financial Markets with Python","description":"\u003cb\u003eReactive Publishing\u003c\/b\u003e\u003cp\u003eFinancial markets are driven by complex relationships that traditional correlation measures often fail to capture. Many trading strategies rely on linear assumptions, yet real market dynamics frequently involve nonlinear dependencies that remain hidden when using standard statistical tools.\u003c\/p\u003e\u003cp\u003e\u003ci\u003eMutual Information in Trading Systems\u003c\/i\u003e introduces a rigorous framework for identifying and analyzing nonlinear relationships in financial data using information theory. The book explains how mutual information can reveal structural dependencies between variables such as price movements, volatility regimes, and macro signals that conventional methods overlook.\u003c\/p\u003e\u003cp\u003eThrough practical Python implementations, readers learn how to estimate mutual information, apply it to market datasets, and incorporate information-theoretic metrics into systematic trading research. The techniques presented are useful for analyzing feature relationships, improving signal selection, and understanding the informational structure of financial time series.\u003c\/p\u003e\u003cp\u003eTopics covered include: \u003c\/p\u003e\u003cul\u003e\n\u003cli\u003e\u003cp\u003eFoundations of information theory and entropy\u003c\/p\u003e\u003c\/li\u003e\n\u003cli\u003e\u003cp\u003eMutual information estimation techniques\u003c\/p\u003e\u003c\/li\u003e\n\u003cli\u003e\u003cp\u003eNonlinear dependency analysis in market data\u003c\/p\u003e\u003c\/li\u003e\n\u003cli\u003e\u003cp\u003eFeature selection for trading models\u003c\/p\u003e\u003c\/li\u003e\n\u003cli\u003e\u003cp\u003ePython implementations for quantitative research\u003c\/p\u003e\u003c\/li\u003e\n\u003cli\u003e\u003cp\u003eApplications in systematic trading and financial data analysis\u003c\/p\u003e\u003c\/li\u003e\n\u003c\/ul\u003e\u003cp\u003eDesigned for quantitative researchers, data scientists, and traders working with Python, this book provides a structured introduction to applying information-theoretic methods within modern trading systems.\u003c\/p\u003e\u003cbr\u003e\u003cbr\u003e\u003cb\u003eAuthor:\u003c\/b\u003e \u003ca href=\"https:\/\/sureshotbooks-com.myshopify.com\/search?type=product%2Carticle%2Cpage\u0026amp;q=AUTH-16723740\"\u003eAlice Schwartz\u003c\/a\u003e,\u003ca href=\"https:\/\/sureshotbooks-com.myshopify.com\/search?type=product%2Carticle%2Cpage\u0026amp;q=AUTH-3211661\"\u003eJames Preston\u003c\/a\u003e\u003cbr\u003e\u003cb\u003ePublisher:\u003c\/b\u003e Independently Published\u003cbr\u003e\u003cb\u003ePublished:\u003c\/b\u003e 03\/07\/2026\u003cbr\u003e\u003cb\u003ePages:\u003c\/b\u003e 432\u003cbr\u003e\u003cb\u003eBinding Type:\u003c\/b\u003e Paperback\u003cbr\u003e\u003cb\u003eWeight:\u003c\/b\u003e 1.27lbs\u003cbr\u003e\u003cb\u003eSize:\u003c\/b\u003e 9.00h x 6.00w x 0.88d\u003cbr\u003e\u003cb\u003eISBN13:\u003c\/b\u003e 9798251073997\u003cbr\u003e\u003cb\u003eBISAC Categories:\u003c\/b\u003e\u003cbr\u003e- \u003ca href=\"https:\/\/sureshotbooks-com.myshopify.com\/search?type=product%2Carticle%2Cpage\u0026amp;q=CAT-BUS\"\u003eBusiness \u0026amp; Economics\u003c\/a\u003e | \u003ca href=\"https:\/\/sureshotbooks-com.myshopify.com\/search?type=product%2Carticle%2Cpage\u0026amp;q=BISAC-BUS036070\"\u003eInvestments \u0026amp; Securities | Analysis \u0026amp; Trading Strategies\u003c\/a\u003e\u003cbr\u003e- \u003ca href=\"https:\/\/sureshotbooks-com.myshopify.com\/search?type=product%2Carticle%2Cpage\u0026amp;q=CAT-BUS\"\u003eBusiness \u0026amp; Economics\u003c\/a\u003e | \u003ca href=\"https:\/\/sureshotbooks-com.myshopify.com\/search?type=product%2Carticle%2Cpage\u0026amp;q=BISAC-BUS027000\"\u003eFinance | General\u003c\/a\u003e\u003cbr\u003e\u003cp\u003e\u003ci\u003eThis title is not returnable\u003c\/i\u003e\u003cbr\u003e\u003c\/p\u003e","brand":"Independently Published","offers":[{"title":"Default Title","offer_id":50037596913901,"sku":"9798251073997","price":37.48,"currency_code":"USD","in_stock":false}],"url":"https:\/\/sureshotbooks.com\/es\/products\/mutual-information-in-trading-systems-measuring-nonlinear-dependencies-in-financial-markets-with-python-9798251073997","provider":"SureShot Books Publishing LLC","version":"1.0","type":"link"}