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Predicting missing links in a directed social graph (9.4M edges) using graph-based features like PageRank, Katz, HITS, SVD, Adamic-Adar with XGBoost. Achieves 0.93 F1 / 0.94 AUC on the Facebook Recruiting Challenge dataset.