Predictive Approaches For Gaussian Process Classifier Model Selection

CoRR, 2012.

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Abstract:

In this paper we consider the problem of Gaussian process classifier (GPC) model selection with different Leave-One-Out (LOO) Cross Validation (CV) based optimization criteria and provide a practical algorithm using LOO predictive distributions with such criteria to select hyperparameters. Apart from the standard average negative logari...More

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