On Discriminative Bayesian Network Classifiers and Logistic Regression.

On Discriminative Bayesian Network Classifiers and Logistic Regression.

Discriminative learning of the parameters in the naive Bayes model is known to be equivalent to a logistic regression problem. Here we show that the same fact holds for much more general Bayesian network models, as long as the corresponding network structure satisfies a certain graph-theoretic prope...

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Vydáno v:Machine learning. 59, 3 (2005).
Hlavní autor: Roos, Teemu
Médium: Článek
Jazyk:English
Témata:
Bayesian classifiers.
Bayesian networks.
Discriminative learning.
Logistic regression.