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Is the Bayes optimal classifier well defined?

The Bayes optimal classifier (BOC) is defined as follows. When data $D$ is given, the classifier returns the value $$\text{argmax}_{y\in Y} \sum_{h} P(y\mid h) P(h\mid D)\text{,}$$ where the $Y$ is a ...
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