Description

Book Synopsis
Focuses on data cleaning, which is used to refer to all kinds of tasks and activities to detect and repair errors in the data. Rather than focus on a particular data cleaning task, the book gives an overview of the end-to-end data cleaning process, describing various error detection and repair methods.

Table of Contents
  • Preface
  • Figure and Table Credits
  • Introduction
  • Outlier Detection
  • Data Deduplication
  • Data Transformation
  • Data Quality Rule Definition and Discovery
  • Rule-Based Data Cleaning
  • Machine Learning and Probabilistic Data Cleaning
  • Conclusion and Future Thoughts
  • References
  • Index
  • Author Biographies

Data Cleaning

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    £54.00

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    RRP £60.00 – you save £6.00 (10%)

    Order before 4pm today for delivery by Fri 19 Jun 2026.

    A Paperback by Ihab F. Ilyas, Xu Chu


      View other formats and editions of Data Cleaning by Ihab F. Ilyas

      Publisher: Association for Computing Machinery
      Publication Date: 6/18/2019 12:00:00 AM
      ISBN13: 9781450371537, 978-1450371537
      ISBN10: 1450371531
      Also in:
      Data capture and analysis Information retrieval System administration

      Description

      Book Synopsis
      Focuses on data cleaning, which is used to refer to all kinds of tasks and activities to detect and repair errors in the data. Rather than focus on a particular data cleaning task, the book gives an overview of the end-to-end data cleaning process, describing various error detection and repair methods.

      Table of Contents
      • Preface
      • Figure and Table Credits
      • Introduction
      • Outlier Detection
      • Data Deduplication
      • Data Transformation
      • Data Quality Rule Definition and Discovery
      • Rule-Based Data Cleaning
      • Machine Learning and Probabilistic Data Cleaning
      • Conclusion and Future Thoughts
      • References
      • Index
      • Author Biographies

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