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Data preprocessing

microbiologysiva English

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Data pre-processing

  • Data pre-processing is a data mining technique that involves transforming raw data into an understandable format
  1. Data cleaning

    • Data is cleansed through processes such as filling in missing values, smoothing the noisy data, or resolving the inconsistencies in the data.
    • Missing values
    • Noisy data
    • Data cleaning as a process
    • Data integration and transformation
  2. Data reduction

    • This step aims to present a reduced representation of the data in a data warehouse.
    • Data cube aggregation
    • Attributes subset selection
    • Dimensionality reduction
    • Numerosity reduction
    • Data discretization and concept hierarchy generation

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Mind Map on Data preprocessing, created by microbiologysiva on 21/02/2015.
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