2020
Laplace State Space Filter with Exact Inference and Moment Matching
ICASSP 2020accepted
We present a Bayesian filter for state space models with Laplace-distributed observation noise that is robust to heavy-tailed and outlier-ridden univariate time-series data. We analytically derive a closed-form expression of the exact posterior for a Laplace likelihood conditioned on a Gaussian prio…