2026. LINK PREDICTION TECHNIQUES IN SOCIAL NETWORKS: A COMPREHENSIVE REVIEW OF TRADITIONAL, MACHINE LEARNING, GRAPH NEURAL NETWORK, AND TRANSFORMER-BASED APPROACHES . Phoenix: International Multidisciplinary Research Journal ( Peer reviewed High Impact Journal ). 4, 3 (Aug. 2026), 111–126.