A dynamic Bayesian network based approach to safety decision support in tunnel construction

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 Calculation of Posterior Distributions by Data Augmentation

Martin A. Tanner, Wing Hung Wong · Journal of the American Statistical Association · 1987 · 3.8K citations

Natural Sciences, Computer Science, Mathematics +17

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

Learning Bayesian Networks: The Combination of Knowledge and Statistical Data

David Heckerman, Dan Geiger, David M. Chickering · Machine Learning · 1995 · 3.2K citations · Full text

Natural Sciences, Computer Science, Mathematics +14

Dynamic bayesian networks: representation, inference and learning

Kevin P. Murphy, Stuart Russell · 2002 · 2.6K citations

Computing, Mathematics, Bayesian Data Analysis +11