Deep Hedging of Long-Term Financial Derivatives

Understand

This study presents a deep reinforcement learning approach for global hedging of long-term financial derivatives.

• A similar setup as in Coleman et al.
• (2007) is considered with the risk management of lookback options embedded in guarantees of variable annuities with ratchet features.
• The deep hedging algorithm of Buehler et al.