A novel score function for conformal prediction in rule-based binary classification

Sara Narteni

doi:10.1016/j.patcog.2025.112219

A novel score function for conformal prediction in rule-based binary classification

2025-07-28

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DOI：10.1016/j.patcog.2025.112219

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Abstract

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• Performance guarantees for rule-based classification models. • Novel score function accounting for rule overlaps via geometrical rule similarity. • Conformal prediction-guided tuning of rules via conformal critical set.

Keywords:

Conformal prediction

Explainable artificial intelligence

Conformal critical set

Error control

Rule based models

A novel score function for conformal prediction in rule-based binary classification

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