Cva hedging with reinforcement learning

R Daluiso, M Pinciroli, M Trapletti, E Vittori - Proceedings of the Fourth …, 2023 - dl.acm.org
This work considers the problem of a trader who must manage the Credit Valuation
Adjustment (CVA) of a derivative, defined as the risk-neutral expectation of losses incurred if …

[HTML][HTML] Hedging using reinforcement learning: Contextual k-armed bandit versus Q-learning

L Cannelli, G Nuti, M Sala, O Szehr - The Journal of Finance and Data …, 2023 - Elsevier
The construction of replication strategies for contingent claims in the presence of risk and
market friction is a key problem of financial engineering. In real markets, continuous …

Surrogate Assisted Monte Carlo Tree Search in Combinatorial Optimization

S Amiri, P Zehtabi, D Dervovic, M Cashmore - arXiv preprint arXiv …, 2024 - arxiv.org
Industries frequently adjust their facilities network by opening new branches in promising
areas and closing branches in areas where they expect low profits. In this paper, we …

Trading Gold, GBPUSD and EURUSD with Deep Reinforcement Learning Agents

KD Ruiru - 2024 16th International Conference on Electronics …, 2024 - ieeexplore.ieee.org
Trading in the financial markets is driven by both fundamental and technical analysis. These
methods have however been shown to have limitations owing to the inefficiency of the …

A Study of Monte Carlo Tree Search-Based Model for High Frequency Trading

YY Chuang, YC Liao, CH Chang… - … on Machine Learning …, 2023 - ieeexplore.ieee.org
In the fields of financial research and applications, predicting stock prices is a challenging
task. However, with the advancement of artificial intelligence algorithms, many studies have …

Augmenting traders with learning machines

E Vittori - 2021 - politesi.polimi.it
The financial markets are comprised of several participants with diverse roles and
objectives. Asset management firms optimize the portfolios of pension funds, institutions and …

Latent variable-based reinforcement learning for fx trading

A Mundo - 2021 - politesi.polimi.it
Abstract The Foreign Exchange, also known as Forex, is a highly dynamic and active market
for trading currencies, offering participants an exciting and challenging possibility to develop …