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Noisy Data

  • Noise: random error or variance in a measured variable
  • Incorrect attribute values may be due to
    • faulty data collection instruments
    • data entry problems
    • data transmission problems
    • technology limitation
    • inconsistency in naming convention
  • Other data problems which require data cleaning
    • duplicate records
    • incomplete data
    • inconsistent data

Speaker notes:

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