Enhancing Portfolio Performance through Financial Time-Series Decomposition-Based Variational Encoder-Decoder Data Augmentation

The objective of portfolio diversification is to reduce risk and potentially enhance returns by spreading investments across different asset classes. Existing portfolio diversification models have traditionally been trained on historical financial time series data. However, several issues arise with...

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Bibliographic Details
Main Authors: Bayartsetseg Kalina, Ju-Hong Lee, Kwang-Tek Na
Format: Article
Language:English
Published: MDPI AG 2024-02-01
Series:Symmetry
Subjects:
Online Access:https://www.mdpi.com/2073-8994/16/3/283