Moreover, if a lemma appears as a variant in several synsets the most frequent polarity is assigned to that lemma.
the initialization of vector v using the seeds allows the Personalized propagation to assign greater importance to those synsets in the graph identified as being positive and negative, which resuls in a PPV with the weigths skewed towards those nodes initialized/personalized as positive and negative.