Novel Financial Applications of Machine Learning and Deep Learning - Algorithms, Product Modeling, and Applications (Hardcover, 1st ed. 2023)

This 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. The book covers advanced machine learning techniques, such as Support Vector Machine, Neural Networks, Random Forest, K-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. The 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.

General

Imprint:	Springer International Publishing AG
Country of origin:	Switzerland
Series:	International Series in Operations Research & Management Science, 336
Release date:	February 2023
First published:	2024
Editors:	Mohammad Zoynul Abedin • Petr Hajek
Dimensions:	235 x 155mm (L x W)
Format:	Hardcover
Pages:	10
Edition:	1st ed. 2023
ISBN-13:	978-3-03-118551-9
Categories:	Books > Computing & IT > General theory of computing > General Books > Business & Economics > Finance & accounting > Finance > General Books > Business & Economics > Business & management > Management & management techniques > Operational research Books > Computing & IT > Applications of computing > Artificial intelligence > Machine learning Books > Money & Finance > General
LSN:	3-03-118551-X
Barcode:	9783031185519

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