Zhou, L. 2026. Data Cleaning as a Prerequisite for Reliable Data Mining: An Analytical Study of Techniques, Challenges, and Performance Implications. International Journal of Advance in Applied Science Research. 5, 5 (Jul. 2026), 11–17.