Latent Jump Model

A continuous-time latent state-space model that explicitly represents abrupt shock events in sequential data by combining instantaneous jumps driven by a Poisson process with closed-form deterministic dynamics between events. It is particularly suited for irregularly observed time series where sudden discontinuities are present.