Mathematical Foundation of High-Dimensional Data Analysis: Leveraging Topology and Geometry for Enhanced Model Interpretability in AI. int.jour.sci.res.mana 2024, 12 (11), 546-557. https://doi.org/10.18535/ijsrm/v12i11.m01.