Budgeted Learning of Naive-Bayes Classifiers

There is almost always a cost associated with acquiring training data. We consider the sit­ uation where the learner, with a fixed budget, may 'purchase' data during training. In par­ ticular, we examine the case where observ­ ing the value of a feature of a training exam­ ple has an associated cost, and the total cost of all feature values acquired during… CONTINUE READING

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