Simple Estimators for Relational Bayesian Classifiers

Simple Estimators for Relational Bayesian Classifiers (2003)

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by J. Neville , Jennifer Neville , D. Jensen , B. Gallagher , R. Fairgrieve

Venue:	In Proceedings of the 3rd IEEE International Conference on Data Mining
Citations:	46 - 11 self

BibTeX

@INPROCEEDINGS{Neville03simpleestimators,
    author = {J. Neville and Jennifer Neville and D. Jensen and B. Gallagher and R. Fairgrieve},
    title = {Simple Estimators for Relational Bayesian Classifiers},
    booktitle = {In Proceedings of the 3rd IEEE International Conference on Data Mining},
    year = {2003},
    pages = {609--612},
    publisher = {IEEE Computer Society}
}

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Abstract

This paper evaluates several modifications of the Simple Bayesian Classifier to enable estimation and inference over relational data. The resulting Relational Bayesian Classifiers are evaluated on three real-world datasets and compared to a baseline SBC using no relational information

Citations

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20	1BC2: a true first-order Bayesian classifier - Lachiche, Flach - 2002