Neural Network Models for Empirical Finance

This paper presents an overview of the procedures that are involved in prediction with machine learning models with special emphasis on deep learning. We study suitable objective functions for prediction in high-dimensional settings and discuss the role of regularization methods in order to alleviat...

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Bibliographic Details
Main Authors: Hector F. Calvo-Pardo, Tullio Mancini, Jose Olmo
Format: Article
Language:English
Published: MDPI AG 2020-10-01
Series:Journal of Risk and Financial Management
Subjects:
Online Access:https://www.mdpi.com/1911-8074/13/11/265