Can We Forecast Daily Oil Futures Prices? Experimental Evidence from Convolutional Neural Networks

This paper proposes a novel approach, based on convolutional neural network (CNN) models, that forecasts the short-term crude oil futures prices with good performance. In our study, we confirm that artificial intelligence (AI)-based deep-learning approaches can provide more accurate forecasts of sho...

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Bibliographic Details
Main Authors: Zhaojie Luo, Xiaojing Cai, Katsuyuki Tanaka, Tetsuya Takiguchi, Takuji Kinkyo, Shigeyuki Hamori
Format: Article
Language:English
Published: MDPI AG 2019-01-01
Series:Journal of Risk and Financial Management
Subjects:
Online Access:http://www.mdpi.com/1911-8074/12/1/9