6 citations · 8 across the 2 of their papers we have counts for
2 papers
stat.CO2023★ 2 cited
Hessian-informed Hamiltonian Monte Carlo for high-dimensional problems
Mina Karimi, Kaushik Dayal, Matteo Pozzi
We investigate the effect of using local and non-local second derivative information on the performance of Hamiltonian Monte Carlo (HMC) sampling methods, for high-dimension non-Ga…
stat.AP2023★ 6 cited
High-dimensional Nonlinear Bayesian Inference of Poroelastic Fields from Pressure Data
Mina Karimi, Mehrdad Massoudi, Kaushik Dayal +1
We investigate solution methods for large-scale inverse problems governed by partial differential equations (PDEs) via Bayesian inference. The Bayesian framework provides a statist…