Proper-score observation-driven filters: local geometry, estimation, and continuous-time limits

Giulia Livieri, Gianluca Palmari

Observation-driven filters typically use likelihood-score updates, corresponding to the logarithmic scoring rule. We generalise these updates to negative parameter derivatives of d…