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

Giulia Livieri, Gianluca Palmari

Observation-driven filters usually use the likelihood score, tying their updates to the logarithmic scoring rule. We study recursions driven instead by the negative parameter deriv…