Gradient-based filtering under misspecification: Stability and error bounds

Simon Donker van Heel, Rutger-Jan Lange, Bram van Os +1

Can stochastic gradient methods track a moving target? We study the problem of tracking multidimensional time-varying parameters under noisy observations and possible model misspec…