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Module 2: Data Mining and Association Rule Mining

20252m

Which of the following is NOT a step in data preprocessing?

(i) Data Cleaning
(ii) Data Reduction
(iii) Data Integration
(iv) Data Encryption

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Answer: (iv) Data Encryption

Standard data preprocessing steps in data mining are:

  1. Data Cleaning — handle missing values, noise, outliers, inconsistencies.
  2. Data Integration — merge data from multiple sources into a coherent store.
  3. Data Reduction — reduce volume (dimensionality/numerosity reduction) while preserving analytical value.
  4. Data Transformation/Discretization — normalize, aggregate, or bucket data into a mining-ready form.

Data Encryption is a security measure (protecting data confidentiality), not a data-quality or mining-readiness step — it has no role in the standard preprocessing pipeline, making it the correct "NOT a step" answer.

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