MAPLE: Mapper Based Localized Prediction with Data Driven Cover Selection for High dimensional Data

Md Moinul Ahsan, Priyam Das, Nitai D Mukhopadhyay

High dimensional biomedical data often exhibit nonlinear, heterogeneous, and manifold driven structures that challenge global parametric and tree-based models. We propose MAPLE (ma…