Inference in hybrid 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

Inference from Iterative Simulation Using Multiple Sequences

Andrew Gelman, Donald B. Rubin · Statistical Science · 1992 · 16.7K citations · Full text

Natural Sciences, Biostatistics, Bayesian Data Analysis +15

Proceedings of the 24th international conference on Machine learning

2007 · 11.7K citations

Computing, Computer Science, Artificial Intelligence +6

General Methods for Monitoring Convergence of Iterative Simulations

Stephen P. Brooks, Andrew Gelman · Journal of Computational and Graphical Statistics · 1998 · 6.1K citations

Computing, Biostatistics, Experimental Design +14

Causality: Models, Reasoning and Inference

Christopher Hitchcock, Judea Pearl · The Philosophical Review · 2001 · 4.8K citations

Humanities, Philosophy, Causal Inference +14