Search Results for author: Anna Knezevic

Found 2 papers, 0 papers with code

Enhancing path-integral approximation for non-linear diffusion with neural network

no code implementations13 Apr 2024 Anna Knezevic

Enhancing the existing solution for pricing of fixed income instruments within Black-Karasinski model structure, with neural network at various parameterisation points to demonstrate that the method is able to achieve superior outcomes for multiple calibrations across extended projection horizons.

Approximating intractable short ratemodel distribution with neural network

no code implementations29 Dec 2019 Anna Knezevic, Nikolai Dokuchaev

We propose an algorithm which predicts each subsequent time step relative to the previous timestep of intractable short rate model (when adjusted for drift and overall distribution of previous percentile result) and show that the method achieves superior outcomes to the unbiased estimate both on the trained dataset and different validation data.

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