The main data preprocessing steps are:
• Data consolidation
• Data cleaning
• Data transformation
• Data reduction
- Research each data preprocessing step and briefly explain the objective for each data preprocessing step. For example, what occurs during data consolidation, data cleaning, data transformation and data reduction?
- Explain why data preprocessing is essential to any successful data mining. Please be sure to provide support for your answer.