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Author

Nitai D. Mukhopadhyay

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Preprint Jul 2026

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

This work proposes MAPLE (mapper-based Adaptive Prediction via Local Estimation), a localized prediction framework grounded in topological data analysis that demonstrates strong predictive accuracy and interpretable, topology-aware summaries of underlying data structure.

Muhammad Ahsan, Priyam Das, Nitai D. Mukhopadhyay · 0 citations
Open access Jul 2026

Disease‐Duration–Specific Percentiles for Prospective Subtyping of Parkinson's Disease: A PPMI‐Based Study

It is established that disease duration–specific percentiles for prospective application of the DM/IM/MMP subtyping model is established, supporting patient stratification and enrichment in disease‐modifying trials.

Ahmed Negida, Nitai D. Mukhopadhyay, Brian D Berman et al. · 0 citations

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