The Bayesian Structural EM Algorithm

Maximum Likelihood from Incomplete Data Via the EM Algorithm

1977 • 46,601 citations

Probabilistic Reasoning in Intelligent Systems: Networks of Plausible Inference

1988 • 17,362 citations

Inference and missing data

1976 • 8,904 citations

Optimal Statistical Decisions.

1972 • 3,636 citations

Untitled

1992 • 3,557 citations

Untitled

1995 • 3,278 citations

Bayesian classification (AutoClass): theory and results

1996 • 978 citations

LEARNING BAYESIAN BELIEF NETWORKS: AN APPROACH BASED ON THE MDL PRINCIPLE

1994 • 783 citations

The EM algorithm for graphical association models with missing data

1995 • 762 citations

Context-Specific Independence in Bayesian Networks

2013 • 551 citations

Learning Belief Networks in the Presence of Missing Values and Hidden Variables

1997 • 398 citations

Learning classification trees

1992 • 397 citations

Untitled

1997 • 372 citations

A Bayesian approach to learning Bayesian networks with local structure

1997 • 339 citations

Mean Field Theory for Sigmoid Belief Networks

1996 • 334 citations

Untitled

1997 • 301 citations

Knowledge representation and inference in similarity networks and Bayesian multinets

1996 • 238 citations

Learning Bayesian networks with local structure

1998 • 148 citations

Asymptotic Model Selection for Directed Networks with Hidden Variables

1998 • 81 citations

Learning Bayesian networks from incomplete data

1997 • 47 citations

Estimating Dependency Structure as a Hidden Variable

1997 • 43 citations