Our BN model is validated using five publicly available data sets from Facebook and Twitter [16]. The learning accuracy of the BN model outperforms several baseline predictors: Naïve Bayes, IBL (Instance-based learning) [17], OneR (One Rule) [18] and J48 [19], making our approach an ideal model for social circle determination.