Keyword

Bayesian networks

Description: Probabilistic graphical models representing variables and their conditional dependencies with directed acyclic graphs.

Primary topic: Bayesian Modeling and Causal Inference (21%)

Wikidata ID: wiki/Q812540

OpenAlex ID: keywords/bayesian-networks

Data Mining: Practical Machine Learning Tools and Techniques

2011 · Witten, I. H. (Ian H.) 62970, Frank, Eibe 62960, et al. · Elsevier eBooks · 25,436

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Probabilistic Reasoning in Intelligent Systems: Networks of Plausible Inference

1988 · Judea Pearl · 16,582

Factor graphs and the sum-product algorithm

2001 · F.R. Kschischang, B.J. Frey, et al. · IEEE Transactions on Information Theory · 6,478

Probabilistic graphical models : principles and techniques

2009 · Daniel L. Koller, Nir Friedman · 6,152

Empirical Analysis of Predictive Algorithms for Collaborative Filtering

2013 · Breese, John S., Heckerman, David, et al. · arXiv (Cornell University) · 4,772

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Causation, Prediction, and Search

2001 · Peter Spirtes, Clark Glymour, et al. · The MIT Press eBooks · 4,514

A Bayesian Method for the Induction of Probabilistic Networks from Data

1992 · Gregory F. Cooper, Edward Herskovits · Machine Learning · 4,208

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Bayesian Networks and Decision Graphs

2007 · Finn V. Jensen, Thomas D. Nielsen · Information science and statistics · 4,134

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

1988 · S. L. Lauritzen, D. J. Spiegelhalter · Journal of the Royal Statistical Society Series B (Statistical Methodology) · 3,905

An Introduction to Variational Methods for Graphical Models

1999 · Michael I. Jordan, Zoubin Ghahramani, et al. · Machine Learning · 3,664

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Probabilistic Reasoning in Intelligent Systems

1988 · Elsevier eBooks · 3,324

Machine learning applications in cancer prognosis and prediction

2014 · Konstantina Kourou, Themis P. Exarchos, et al. · Computational and Structural Biotechnology Journal · 3,323

A comparison of event models for naive bayes text classification

1998 · Andrew McCallum, Kamal Nigam · 3,289

Using Bayesian Networks to Analyze Expression Data

2000 · Nir Friedman, Michal Linial, et al. · Journal of Computational Biology · 3,268

Dlib-ml: A Machine Learning Toolkit

2009 · Davis E. King · 2,944

Estimating Continuous Distributions in Bayesian Classifiers

2013 · John, George H., Langley, Pat · arXiv (Cornell University) · 2,913

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Modeling and Simulation of Genetic Regulatory Systems: A Literature Review

2002 · Hidde de Jong · Journal of Computational Biology · 2,663

Principles of Data Mining

2001 · David J. Hand, Heikki Mannila, et al. · 2,574

Introduction to Bayesian Networks

2019 · Patrick Naim, Laurent Condamin · 2,569

Fusion, propagation, and structuring in belief networks

1986 · Judea Pearl · Artificial Intelligence · 2,129

The computational complexity of probabilistic inference using bayesian belief networks

1990 · Gregory F. Cooper · Artificial Intelligence · 1,940

Estimation of Distribution Algorithms: A New Tool for Evolutionary Computation

2001 · Pedro Larraanaga, José A. Lozano · Kluwer Academic Publishers eBooks · 1,908

Probabilistic Networks and Expert Systems

1999 · Cowell, Robert G, Spiegelhalter, David J, et al. · Springer eBooks · 1,742

Learning Bayesian Networks with the bnlearn R Package

2010 · Marco Scutari · Journal of Statistical Software · 1,740

Bayesian Networks and Decision Graphs

2001 · Finn V. Jensen · Springer eBooks · 1,734

Works count: 45,250

Citation count: 715,200