These observations motivate us to develop a neural model which can operate on the dependency tree of a sentence, with the aim to make accurate sentiment predictions with respect to specific aspects.
(Mou et al., 2015) exploit the short paths of dependency trees to learn representations of sentences using convolutional neural networks, while preserving dependency information.