In this paper, we propose constrained attention networks (CAN), a simple yet effective solution, to regularize the attention for multiaspect sentiment analysis, which alleviates the drawback of the attention mechanism.
we introduce orthogonal regularization on multiple aspects and sparse regularization on each single aspect.