Concepedia

Improving algorithms for structure learning in Bayesian Networks using a new implicit score

Lobna Bouchaala, Afif Masmoudi, Faı̈ez Gargouri, Ahmed Rebaï

Expert Systems with Applications · 2010 · 62 citations · 15 references

Concepts

ComputingComputer ScienceBayesian Data AnalysisMachine LearningBayesian InferenceBayesian LearningBayesian Model BuildingBayesian StatisticsMarkov Chain Monte CarloStructure PredictionBayesian Network AnalysisBayesian Network Structure LearningBayesian NetworksGraphical Model Structure LearningScore-based Structure Learning

References

15

Modeling by shortest data description

J. Rissanen · Automatica · 1978 · 6K citations

Computing, Computer Science, Algorithms +7

On the shortest spanning subtree of a graph and the traveling salesman problem

Joseph B. Kruskal · Proceedings of the American Mathematical Society · 1956 · 5.1K citations · Full text

Natural Sciences, Mathematics, Algebra +11

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

Approximating discrete probability distributions with dependence trees

Chee Lap Chow, C. Liu · IEEE Transactions on Information Theory · 1968 · 2.6K citations

Computing, Computer Science, Mathematics +6