First, a higher-level feature extraction is learnt in an unsupervised fashion from the text reviews of all the available domains using a Stacked Denoising Autoencoder (SDA) with rectier units (i.e. max(0; x)) for the code layer. RBMs with (soft) rectier units have been introduced in (Nair and Hinton, 2010).