Mahiruna, A. et al. 2026. Optimizing K-means Clustering with Seed Initialization for Osteoporosis Diagnosis Based on Family History. International Journal of Management Science and Information Technology. 6, 1 (Apr. 2026), 297–304. DOI:https://doi.org/10.35870/ijmsit.v6i1.6648.