most citedPreliminary Quantitative Study on Explainability and Trust in AI Systems

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cs.LG2025

TangledFeatures: Robust Feature Selection in Highly Correlated Spaces

Allen Daniel Sunny

Feature selection is a fundamental step in model development, shaping both predictive performance and interpretability. Yet, most widely used methods focus on predictive accuracy,…

cs.LG2025

StructuralDecompose: A Modular Framework for Robust Time Series Decomposition in R

Allen Daniel Sunny

We present StructuralDecompose, an R package for modular and interpretable time series decomposition. Unlike existing approaches that treat decomposition as a monolithic process, S…