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Probabilistic Explanations for Linear Models

cs.AI · 2024-12-30 · accept · novelty 7.0

For linear classifiers, a relaxed notion of probabilistic sufficient reasons, (δ, ε)-SR, can be computed in polynomial time with high probability, despite exact computation being #P-hard.

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  • Probabilistic Explanations for Linear Models cs.AI · 2024-12-30 · accept · none · ref 8

    For linear classifiers, a relaxed notion of probabilistic sufficient reasons, (δ, ε)-SR, can be computed in polynomial time with high probability, despite exact computation being #P-hard.