If so, we set the corresponding variance η Doc i to a small value; otherwise, we choose a larger value.
we train a logistic regression classifier (Bishop, 2006) using the following binary features: (1) an indicator variable for each document polarity, and (2) an indicator variable for each triple of base predictor, predicted polarity, and document polarity (set to 1 if the polarities match).