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PAC-Bayes Bounds with Data Dependent Priors

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Figure

Table 1: Description of data sets in terms of number of examples, number of input variables andnumber of positive/negative examples.
Table 2: Values of the bounds for SVM.
Figure 2: Bounds learning a prior classifier.
Table 3: Values of the bounds on the prior SVM and η-prior SVM classifiers.
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