“A Hybrid Algorithm for Scalable Friend Recommendation in Large-Scale Social Networks: A Hybrid Algorithm for Scalable Friend Recommendation”. Academic Journal of International University of Erbil, vol. 2, no. 03, July 2025, pp. 347-61, https://doi.org/10.63841/23576.