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Classification training using probabilites and not raw classes (factors)

I have a problem where instead of having classes, i.e. a vector of 0s and 1s, I have the probability of an observation belonging to a class. A vector with 0.1, 0.95, 0.2, 0.3, etc. The obvious ...
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