Laminu Idris, Muhammad Idris N, Lawali Jabaka M. Optimizing flood risk prediction in nigerian regions using particle swarm optimization with machine learning techniques . JOBASR. 2025;3(5):135-152. doi:10.4314/jobasr.v3i5.16