This is important for metaphor identification, as our aim is to identify clusters of target concepts associated with the same source domain on one hand and to ensure that different metaphorical mappings are separated from each other in the overall partition on the other hand.
we use the NJW spectral clustering algorithm introduced by Ng et al.