Survey of data preprocessing techniques (cleaning, transformation, reduction) and their effects on downstream data mining models.
Kantardzic, Data mining: concepts, models, methods, and algo- rithms
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Preprocessing Methods and Pipelines of Data Mining: An Overview
Survey of data preprocessing techniques (cleaning, transformation, reduction) and their effects on downstream data mining models.