Partial Teacher Forcing

PTF is Dropout for HCNNs. It is simulating missing data by randomly suppressing elements from the Time Series Data in the Architectural Teacher Forcing part. So the model needs to learn how to replace this missing data with its internal representations.

Also this allows a stochastic learning on only one training example (which is the case for HCNNs).