Online portfolio management via deep reinforcement learning with high-frequency data
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 …
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 …
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 …
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 …
estimating the distribution function of asset return in advance, which is suitable for complex …
Adaptive robust online portfolio selection
The online portfolio selection (OLPS) problem differs from classical portfolio model
problems, as it involves making sequential investment decisions. Many OLPS strategies …
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 …
positions based on historical price sequences. The existing works on online portfolio …