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stat.ME2024
Distribution-free Conformal Prediction for Ordinal Classification
Subhrasish Chakraborty, Chhavi Tyagi, Haiyan Qiao +1
Conformal prediction is a general distribution-free approach for constructing prediction sets combined with any machine learning algorithm that achieve valid marginal or conditiona…
stat.ME2024
Multi-label Classification under Uncertainty: A Tree-based Conformal Prediction Approach
Chhavi Tyagi, Wenge Guo
Multi-label classification is a common challenge in various machine learning applications, where a single data instance can be associated with multiple classes simultaneously. The…