Online portfolio management via deep reinforcement learning with high-frequency data

J Li, Y Zhang, X Yang, L Chen - Information Processing & Management, 2023 - Elsevier
Recently, models that based on Transformer (Vaswani et al., 2017) have yielded superior
results in many sequence modeling tasks. The ability of Transformer to capture long-range …

Competitive online strategy based on improved exponential gradient expert and aggregating method

Y Zhang, J Li, X Yang, J Zhang - Computational Economics, 2024 - Springer
In recent years, online portfolio selection (OLPS) has received more and more attention from
quantitative investment and artificial intelligence communities. This paper first improves a …

Combined peak price tracking strategies for online portfolio selection based on the meta-algorithm

Y Zhang, H Lin, J Li, X Yang - Journal of the Operational Research …, 2024 - Taylor & Francis
Abstract Machine learning algorithms have been widely used to establish online portfolio
selection strategies. Meta-algorithm, one of the machine learning algorithms, has the …

Decentralized Online Portfolio Selection with Transaction Costs

Y Zhang, H Lin, Z Lu, C Guo - Computational Economics, 2024 - Springer
Online portfolio selection provides sequential decision-making on asset allocation without
estimating the distribution function of asset return in advance, which is suitable for complex …

Adaptive robust online portfolio selection

MY Tsang, T Sit, HY Wong - European Journal of Operational Research, 2025 - Elsevier
The online portfolio selection (OLPS) problem differs from classical portfolio model
problems, as it involves making sequential investment decisions. Many OLPS strategies …

Online Portfolio Selection Strategy with Side Information Based on Learning with Expert Advice

X Yang, X Zheng, L Zheng - Asia-Pacific Journal of Operational …, 2024 - ideas.repec.org
Online portfolio selection is a decision-making problem of how to dynamically adjust asset
positions based on historical price sequences. The existing works on online portfolio …