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Numerical method for nonlinear Kolmogorov PDEs via sensitivity analysis

math.NA · 2024-03-18 · unverdicted · novelty 6.0

A sensitivity analysis reduces nonlinear Kolmogorov PDEs (nonlinearity from ε-neighborhood max over drifts/diffusions) to a linear PDE plus ε times a second linear PDE, enabling efficient high-dimensional Monte Carlo approximation with error bounds.

A limit theory for controlled McKean-Vlasov SPDEs

math.PR · 2023-10-02 · unverdicted · novelty 6.0

Proves existence of mean field limits, particle approximations, and set-valued propagation of chaos for controlled McKean-Vlasov SPDEs in a variational framework, illustrated on stochastic porous media equations.

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