Learning Bayesian networks: The combination of knowledge and statistical data

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

Equation of State Calculations by Fast Computing Machines

N. Metropolis, Arianna W. Rosenbluth, M. N. Rosenbluth et al. · The Journal of Chemical Physics · 1953 · 37.1K citations

Computing, Computer Engineering, Computer Science +9

On Information and Sufficiency

S. Kullback, R. A. Leibler · The Annals of Mathematical Statistics · 1951 · 20K citations · Full text

Social Sciences, Economics, Information Theory +6

Maximum Likelihood from Incomplete Data via the EM Algorithm

Digital Access to Scholarship at Harvard (DASH) (Harvard University) · 1977 · 4.5K citations · Full text

Public Health, Biostatistics, Bayesian Data Analysis +16

A Bayesian Method for the Induction of Probabilistic Networks from Data

Gregory F. Cooper, Edward H. Herskovits · Machine Learning · 1992 · 3.5K citations · Full text

Computing, Computer Science, Mathematics +14