Linear stochastic dierential equations (SDE) are expressed as an exactdiscrete model (EDM) and estimated with structural equation models(SEM) and the Kalman lter (KF) algorithm. The SEM likelihood is welldened even for the times series case and the SEM and KF approach yieldthe same likelihood....