Importance sampling: Intrinsic dimension and computational cost

S Agapiou, O Papaspiliopoulos, D Sanz-Alonso… - Statistical Science, 2017 - JSTOR
The basic idea of importance sampling is to use independent samples from a proposal
measure in order to approximate expectations with respect to a target measure. It is key to …

[图书][B] Rough volatility

Since we will never really know why the prices of financial assets move, we should at least
make a faithful model of how they move. This was the motivation of Bachelier in 1900, when …

Central limit type theorem and large deviation principle for multi-scale McKean–Vlasov SDEs

W Hong, S Li, W Liu, X Sun - Probability Theory and Related Fields, 2023 - Springer
The main aim of this work is to study the asymptotic behavior for multi-scale McKean–Vlasov
stochastic dynamical systems. Firstly, we obtain a central limit type theorem, ie the deviation …

[HTML][HTML] Large and moderate deviations for stochastic Volterra systems

A Jacquier, A Pannier - Stochastic Processes and their Applications, 2022 - Elsevier
We provide a unified treatment of pathwise large and moderate deviations principles for a
general class of multidimensional stochastic Volterra equations with singular kernels, not …

Mean field limits for interacting diffusions in a two-scale potential

SN Gomes, GA Pavliotis - Journal of nonlinear science, 2018 - Springer
In this paper, we study the combined mean field and homogenization limits for a system of
weakly interacting diffusions moving in a two-scale, locally periodic confining potential, of …

Pathwise large deviations for the rough Bergomi model

A Jacquier, MS Pakkanen, H Stone - Journal of Applied Probability, 2018 - cambridge.org
Introduced recently in mathematical finance by Bayer et al.(2016), the rough Bergomi model
has proved particularly efficient to calibrate option markets. We investigate some of its …

Moderate deviations for fully coupled multiscale weakly interacting particle systems

ZW Bezemek, K Spiliopoulos - Stochastics and Partial Differential …, 2024 - Springer
We consider a collection of fully coupled weakly interacting diffusion processes moving in a
two-scale environment. We study the moderate deviations principle of the empirical …

Direct evaluation of dynamical large-deviation rate functions using a variational ansatz

D Jacobson, S Whitelam - Physical Review E, 2019 - APS
We describe a simple form of importance sampling designed to bound and compute large-
deviation rate functions for time-extensive dynamical observables in continuous-time Markov …

Large deviations for interacting multiscale particle systems

ZW Bezemek, K Spiliopoulos - Stochastic Processes and their Applications, 2023 - Elsevier
We consider a collection of weakly interacting diffusion processes moving in a two-scale
locally periodic environment. We study the large deviations principle of the empirical …

Moderate deviations for systems of slow-fast diffusions

MR Morse, K Spiliopoulos - Asymptotic Analysis, 2017 - content.iospress.com
In this paper, we prove the moderate deviations principle (MDP) for a general system of slow-
fast dynamics. We provide a unified approach, based on weak convergence ideas and …