If the labeled data only represent part of the underlying data structure, or if the labeled data are mostly consisted of outliers, the classifier built would lack generalization, i.e. it cannot function well for the testing data.
If the labeleddata only represent part of the underlying data structure, or if thelabeled data are mostly consisted of outliers, the classifier builtwould lack generalization, i.e. it cannot function well for the testingdata.