{"product_id":"9783031185540","title":"International Series in Operations Research \u0026 Management Science: Algorithms, Product Modeling, and Applications","description":"\u003ch1\u003eInternational Series in Operations Research \u0026amp; Management Science: Algorithms, Product Modeling, and Applications\u003c\/h1\u003e \u003ch2\u003eAbedin, Mohammad Zoynul; Hajek, Petr\u003c\/h2\u003e \u003cp\u003e\u003c\/p\u003e\u003cp\u003eThis book presents the state-of-the-art applications of machine learning in the finance domain with a focus on financial product modeling, which aims to advance the model performance and minimize risk and uncertainty. It provides both practical and managerial implications of financial and managerial decision support systems which capture a broad range of financial data traits. It also serves as a guide for the implementation of risk-adjusted financial product pricing systems, while adding a significant supplement to the financial literacy of the investigated study.\u003c\/p\u003e\n\n\u003cp\u003eThe book covers advanced machine learning techniques, such as Support Vector Machine, Neural Networks, Random Forest, \u003ci\u003eK\u003c\/i\u003e-Nearest Neighbors, Extreme Learning Machine, Deep Learning Approaches, and their application to finance datasets. It also leverages real-world financial instances to practice business product modeling and data analysis. Software code, such as MATLAB, Python and\/or R including datasets within a broad range of financial domain are included for more rigorous practice.\u003c\/p\u003e\u003cp\u003e\u003c\/p\u003e\n\n\u003cp\u003eThe book primarily aims at providing graduate students and researchers with a roadmap for financial data analysis. It is also intended for a broad audience, including academics, professional financial analysts, and policy-makers who are involved in forecasting, modeling, trading, risk management, economics, credit risk, and portfolio management.\u003c\/p\u003e \u003ch3\u003eDetails\u003c\/h3\u003e \u003cp\u003ePublished by: Springer\u003c\/p\u003e \u003cp\u003ePublication Date: 2024-03-02\u003c\/p\u003e \u003cp\u003eFormat: Paperback\u003c\/p\u003e \u003cp\u003eISBN-13: 9783031185540\u003c\/p\u003e \u003cp\u003eDOI: 10.1007\/978-3-031-18552-6\u003c\/p\u003e \u003cp\u003eDimensions: 235cm x155cm\u003c\/p\u003e \u003cp\u003ePages: 231\u003c\/p\u003e ","brand":"Springer International Publishing","offers":[{"title":"Default Title","offer_id":44806230376588,"sku":"9783031185540","price":197.99,"currency_code":"USD","in_stock":true}],"thumbnail_url":"\/\/cdn.shopify.com\/s\/files\/1\/0710\/9545\/1788\/files\/9783031185540.jpg?v=1775682596","url":"https:\/\/fh90cf-fv.myshopify.com\/products\/9783031185540","provider":"Late Knight Books and Services, LLC","version":"1.0","type":"link"}