The tutorial demonstrates how to undersample the majority class in Weka so that the number of instances in each class becomes exactly the same. Random undersampling (RUS) is a popular method to overcome class imbalance problems.
For further readings: http://en.wikipedia.org/wiki/Oversampling_and_undersampling_in_data_analysis
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