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stat.ME2023
Confidence Intervals for Error Rates in 1:1 Matching Tasks: Critical Statistical Analysis and Recommendations
Riccardo Fogliato, Pratik Patil, Pietro Perona
Matching algorithms are commonly used to predict matches between items in a collection. For example, in 1:1 face verification, a matching algorithm predicts whether two face images…
stat.ME2023★ 7 cited
Extrapolated cross-validation for randomized ensembles
Jin-Hong Du, Pratik Patil, Kathryn Roeder +1
Ensemble methods such as bagging and random forests are ubiquitous in various fields, from finance to genomics. Despite their prevalence, the question of the efficient tuning of en…