Efficient Learning of Deep State Space Models via Importance Smoothing

John-Joseph Brady, Nikolas Nusken, Yunpeng Li

Latent state space systems are ubiquitous in statistical modelling, arising naturally when time series are observed through noisy measurements. However, training deep state space m…