2 papers
stat.ML2026
Coupling-Informed Transport Maps for Bayesian Filtering in Nonlinear Dynamical Systems
Dengfei Zeng, Lijian Jiang, Shuyu Sun +1
A likelihood-free transport filtering method is proposed based on the couplings between state and observation variables. By exploiting a block-triangular structure in the transport…
stat.ML2026
Ensemble Transport Filter via Optimized Maximum Mean Discrepancy
Dengfei Zeng, Lijian Jiang
In this paper, we present a new ensemble-based filter method by reconstructing the analysis step of the particle filter through a transport map, which directly transports prior par…