Statistical Formulas for F Measures

12/29/2020

∙

We provide analytic formulas for the standard error and confidence intervals for the F measures, based on a property of asymptotic normality in the large sample limit. The formula can be applied for sample size planning in order to achieve accurate enough estimation of these F measures.

READ FULL TEXT

Statistical Formulas for F Measures

Statistical inference for piecewise normal distributions and stochastic variational inequalities

Revisiting sample size planning for receiver operating characteristic studies: a confidence interval approach with precision and assurance

Q-error Bounds of Random Uniform Sampling for Cardinality Estimation

confidence-planner: Easy-to-Use Prediction Confidence Estimation and Sample Size Planning

On Asymptotic Covariances of A Few Unrotated Factor Solutions

Minimizing Sensitivity to Model Misspecification

On the Relationship Between Measures of Relative Efficiency for Random Signal Detection

Statistical Formulas for F Measures

Related Research

Statistical inference for piecewise normal distributions and stochastic variational inequalities

Revisiting sample size planning for receiver operating characteristic studies: a confidence interval approach with precision and assurance

Q-error Bounds of Random Uniform Sampling for Cardinality Estimation

confidence-planner: Easy-to-Use Prediction Confidence Estimation and Sample Size Planning

On Asymptotic Covariances of A Few Unrotated Factor Solutions

Minimizing Sensitivity to Model Misspecification

On the Relationship Between Measures of Relative Efficiency for Random Signal Detection