On the interplay of machine learning and background knowledge in image interpretation by Bayesian networks

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 · 49.7K citations

Public Health, Biostatistics, Bayesian Data Analysis +16

The use of the area under the ROC curve in the evaluation of machine learning algorithms

Andrew P. Bradley · Pattern Recognition · 1997 · 7.2K citations · Full text

Computing, Biostatistics, Computer Science +14

Multi-Interval Discretization of Continuous-Valued Attributes for Classification Learning

Usama M. Fayyad, Keki B. Irani · International Joint Conference on Artificial Intelligence · 1993 · 2.8K citations

Computing, Mathematics, Data Mining +12

The max-min hill-climbing Bayesian network structure learning algorithm

Ioannis Tsamardinos, Laura E. Brown, Constantin Aliferis · Machine Learning · 2006 · 1.8K citations · Full text

Computing, Computer Science, Bayesian Data Analysis +9

Learning Bayesian Networks with the<b>bnlearn</b><i>R</i>Package

Marco Scutari · Journal of Statistical Software · 2010 · 1.7K citations · Full text

Computing, Computer Science, Bayesian Biostatistics +16