(Semi-)Predictive Discretization During Model Selection

In this paper, we present an approach to discretizing multivariate continuous data while learning the structure of a graphical model. We derive the joint scoring function from the principle of predictive accuracy, which inherently ensures the optimal trade-off between goodness of fit and model c...

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Bibliographic Details
Main Authors: Steck, Harald, Jaakkola, Tommi S.
Language:en_US
Published: 2004
Subjects:
Online Access:http://hdl.handle.net/1721.1/6709

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