A GARCH Model with Artificial Neural Networks

In this paper, we incorporate a GARCH model into an artificial neural network (ANN) for financial volatility modeling and estimate the parameters in Tensorflow. Our goal was to better predict stock volatility. We evaluate the performance of the models using the mean absolute errors of powers of the...

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Bibliographic Details
Main Authors: Wing Ki Liu, Mike K. P. So
Format: Article
Language:English
Published: MDPI AG 2020-10-01
Series:Information
Subjects:
Online Access:https://www.mdpi.com/2078-2489/11/10/489