Efficiency of learning with imperfect supervision

Maximum Likelihood from Incomplete Data Via the <i>EM</i> Algorithm

A. P. Dempster, N. M. Laird, Donald B. Rubin · Journal of the Royal Statistical Society Series B (Statistical Methodology) · 1977 · 49.2K citations

Statistical Signal Processing, Mixture Distribution, Engineering +13

The Efficiency of Logistic Regression Compared to Normal Discriminant Analysis

Bradley Efron · Journal of the American Statistical Association · 1975 · 542 citations

Normal Discriminant Analysis, Machine Learning, Engineering +11

Normal Discrimination with Unclassified Observations

Terence J. O’Neill · Journal of the American Statistical Association · 1978 · 144 citations

Engineering, Linear Discriminant Rule, Maximum Likelihood Estimation +16

The Efficiency of Logistic Regression Compared to Normal Discriminant Analysis

Bradley Efron · Journal of the American Statistical Association · 1975 · 110 citations

Normal Discriminant Analysis, Machine Learning, Engineering +11

Discriminant Analysis When the Initial Samples Are Misclassified

Peter A. Lachenbruch · Technometrics · 1966 · 67 citations

Classification Method, Engineering, Pattern Recognition +6