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Statistical classification is the problem of identifying the sub-population to which new observations belong, where the identity of the sub-population is unknown, on the basis of a training set of data containing observations whose sub-population is known. Therefore these classifications will show a variable behavior which can be studied by statistics.
4
votes
RandomForest classification model with 100% accuracy is it real or something wrong?
Highly probable you have a "label leakage" in some of the features (feature has 100% correlation with label). E.g. if you have a data like this:
\begin{array} {|r|r|}
\hline
Feature & Label \\
\hline …