The common approach adopted is therefore to view this problem as a classification problem (Klementiev and Roth, 2006a;Tao et al., 2006) and train a discriminative classifier.
given two strings, one in the source and the other in the target language, extract pairwise features, and train a classifier that determines if one is a transliteration of the other.