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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    A Paperback by Ihab F. Ilyas, Xu Chu

    £54.00

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    RRP £60.00 – you save £6.00 (10%)

    Order before 4pm today for delivery by Fri 16 Oct 2026.

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      Book details

      Publisher Association of Computing Machinery,U.S.
      Published 6/18/2019 12:00:00 AM
      ISBN-13 9781450371537
      978-1450371537
      ISBN-10 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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