In real life, there is always some kind of noise present in the observations. Noise
can correspond to actual physical noise in the measuring devices, or to inaccuracies
of the model used. Therefore, it has been proposed that the independent component
analysis (ICA) model should include a noise term as well. In this chapter, we consider
different methods for estimating the ICA model when noise is present.