Concepedia

Bayesian networks

Communications of the ACM · 2010 · 143 citations · 25 references

Concepts

Natural SciencesComputer ScienceMathematicsProbability TheoryStatistical ModelingStatisticsBayesian Decision TheoryBayesian InferenceBayesian LearningBayesian Model BuildingBayesian ModelingBayesian StatisticsBayesian AnalysisBayesian Graphical ModelsBayesian Networks

Abstract

What are Bayesian networks and why are their applications growing across all fields?

References

25

Latent dirichlet allocation

David M. Blei, Andrew Y. Ng, Michael I. Jordan · Journal of Machine Learning Research · 2003 · 27K citations

Computing, Computer Science, Computational Linguistics +6

Causality: Models, Reasoning and Inference

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

Humanities, Philosophy, Causal Inference +14

Bayesian Network Classifiers

Nir Friedman, Dan Geiger, Moisés Goldszmidt · Machine Learning · 1997 · 4.7K citations · Full text

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

An Introduction to Variational Methods for Graphical Models

Michael I. Jordan, Zoubin Ghahramani, Tommi Jaakkola et al. · Machine Learning · 1999 · 3.8K citations · Full text

Natural Sciences, Mathematics, Statistical Modeling +12