Search Results for author: Andrea Molent

Found 6 papers, 0 papers with code

Enhancing Valuation of Variable Annuities in Lévy Models with Stochastic Interest Rate

no code implementations11 Apr 2024 Ludovic Goudenège, Andrea Molent, Xiao Wei, Antonino Zanette

This paper extends the valuation and optimal surrender framework for variable annuities with guaranteed minimum benefits in a L\'evy equity market environment by incorporating a stochastic interest rate described by the Hull-White model.

Decision Making

Backward Hedging for American Options with Transaction Costs

no code implementations10 May 2023 Ludovic Goudenège, Andrea Molent, Antonino Zanette

In this article, we introduce an algorithm called Backward Hedging, designed for hedging European and American options while considering transaction costs.

Computing XVA for American basket derivatives by Machine Learning techniques

no code implementations14 Sep 2022 Ludovic Goudenege, Andrea Molent, Antonino Zanette

Moreover, the use of numerical techniques, such as control variates, turns out to be a powerful tool to improve the accuracy of the proposed methods.

Moving average options: Machine Learning and Gauss-Hermite quadrature for a double non-Markovian problem

no code implementations25 Aug 2021 Ludovic Goudenège, Andrea Molent, Antonino Zanette

Evaluating moving average options is a tough computational challenge for the energy and commodity market as the payoff of the option depends on the prices of a certain underlying observed on a moving window so, when a long window is considered, the pricing problem becomes high dimensional.

GPR regression

Machine Learning for Pricing American Options in High-Dimensional Markovian and non-Markovian models

no code implementations22 May 2019 Ludovic Goudenège, Andrea Molent, Antonino Zanette

The two methods mainly differ in the approach used to compute the continuation value: a single step of binomial tree or integration according to the probability density of the process.

BIG-bench Machine Learning GPR

Taxation of a GMWB Variable Annuity in a Stochastic Interest Rate Model

no code implementations31 Jan 2019 Andrea Molent

Modeling taxation of Variable Annuities has been frequently neglected but accounting for it can significantly improve the explanation of the withdrawal dynamics and lead to a better modeling of the financial cost of these insurance products.

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