Author

Muhammad Ahsan

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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