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

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 replication, such as in the model of Black, Scholes and Merton (BSM), is not only unrealistic but is also undesirable du...

Full description

Bibliographic Details
Main Authors: Loris Cannelli, Giuseppe Nuti, Marzio Sala, Oleg Szehr
Format: Article
Language:English
Published: KeAi Communications Co., Ltd. 2023-11-01
Series:Journal of Finance and Data Science
Subjects:
Online Access:http://www.sciencedirect.com/science/article/pii/S240591882300017X