We now consider the new information provided by the observation. A perfect instrument
would measure a "true" value yt. Real instruments are not perfect; they have instrumental
error which we model by a Gaussian. (In our example this is one-dimensional, but we use
a more general notation which can be applied if there are more than one observations.)