Before revision:  As a result, commonly used supervised learning techniques suffer severe performance deterioration when attempting to detect behaviors not observed in the training data.
After revision:  As a result, supervised learning techniques suffer severe performance deterioration when attempting to detect behaviors not observed in the training data.