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Module 2: Data Mining and Association Rule Mining

20202m

Which of the following does not involve in data mining?

(i) Knowledge extraction
(ii) Data archaeology
(iii) Data exploration
(iv) Data transformation

Worked SolutionAI Assisted

Answer: (iv) Data transformation

Data mining is historically also known by several near-synonyms:

  • Knowledge extraction (extracting patterns/knowledge from data)
  • Data archaeology (digging through historical data for insight)
  • Data exploration (exploratory analysis of a dataset)

All three of these describe the act of mining itself. Data transformation, however, is a preprocessing step (converting/normalizing data into a suitable form) that happens before mining — it's not itself a synonym for or activity that defines data mining, making it the odd one out.

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