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

Giulia Livieri, Gianluca Palmari

Observation-driven filters update a time-varying parameter with the likelihood score, linking the recursion to the logarithmic scoring rule. We replace this update with the negativ…