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stat.ME2026
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…
stat.ME2019
Estimating the Optimal Linear Combination of Biomarkers using Spherically Constrained Optimization
Priyam Das, Debsurya De, Raju Maiti +5
In the context of a binary classification problem, the optimal linear combination of continuous predictors can be estimated by maximizing an empirical estimate of the area under th…