Finally, following the single-labeled categorization setting of Step 1 in the IL scheme, the most likely category is assigned to each instance, that is, argmax C i P (C i |t j ).
(a) utilizing a Latent Semantic Space to obtain better similarity assessments between seeds and examples, and (b) applying a Gaussian Mixture (GM) algorithm, which provides a principled unsupervised estimation of classification probability.