Efficient Data Augmentation in Dynamic Models for Binary and Count Data

Jesse Windle, Carlos M. Carvalho, James G. Scott +1

Dynamic linear models with Gaussian observations and Gaussian states lead to closed-form formulas for posterior simulation. However, these closed-form formulas break down when the…