Strategic Monte Carlo Methods for State and Parameter Estimation in High Dimensional Nonlinear Problems

Sasha Shirman, Henry D. I. Abarbanel

In statistical data assimilation one seeks the largest maximum of the conditional probability distribution $P(\mathbf{X},\mathbf{p}|\mathbf{Y})$ of model states, $\mathbf{X}$, and…