A new approach for learning belief networks using independence criteria

Information theory and statistics

Journal of the Franklin Institute · 1959 · 7.2K citations

Natural Sciences, Computer Science, Mathematics +12

Local Computations with Probabilities on Graphical Structures and Their Application to Expert Systems

Steffen L. Lauritzen, David J. Spiegelhalter · Journal of the Royal Statistical Society Series B (Statistical Methodology) · 1988 · 4K citations

Computing, Mathematics, Knowledge Representation +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

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

A Bayesian method for the induction of probabilistic networks from data

Gregory F. Cooper, Edward H. Herskovits · Machine Learning · 1992 · 2.3K citations · Full text

Computing, Computer Science, Mathematics +14