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2D Stability Selection: Design Jittering for Doubly Stable Feature Selection

stat.ME · 2026-05-04 · unverdicted · novelty 6.0

Doubly stable feature selection perturbs the design matrix with increasing additive noise, fits a base selector like Lasso on each perturbed version, and aggregates selection frequencies to identify features stable across both subsampling and design noise levels.

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  • 2D Stability Selection: Design Jittering for Doubly Stable Feature Selection stat.ME · 2026-05-04 · unverdicted · none · ref 23

    Doubly stable feature selection perturbs the design matrix with increasing additive noise, fits a base selector like Lasso on each perturbed version, and aggregates selection frequencies to identify features stable across both subsampling and design noise levels.