Machine Learning PhD Thesis Inference in switching linear dynamical systems applied to noise robust speech recognition of isolated digits Approximate Inference Expectation Correction (EC) Models Switching Autoregressive HMM (SAR-HMM) Bayesian Switching Autoregressive HMM (Bayesian SAR-HMM) Autoregressive Switching Linear Dynamical System (AR-SLDS)