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Exploratory Data Mining and Data Cleaning

Language EnglishEnglish
Book Hardback
Book Exploratory Data Mining and Data Cleaning Tamraparni Dasu
Libristo code: 04889194
Publishers John Wiley & Sons Inc, June 2003
* Written for practitioners of data mining, data cleaning and database management. * Presents a tech... Full description
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* Written for practitioners of data mining, data cleaning and database management. * Presents a technical treatment of data quality including process, metrics, tools and algorithms. * Focuses on developing an evolving modeling strategy through an iterative data exploration loop and incorporation of domain knowledge. * Addresses methods of detecting, quantifying and correcting data quality issues that can have a significant impact on findings and decisions, using commercially available tools as well as new algorithmic approaches. * Uses case studies to illustrate applications in real life scenarios. * Highlights new approaches and methodologies, such as the DataSphere space partitioning and summary based analysis techniques. Exploratory Data Mining and Data Cleaning will serve as an important reference for serious data analysts who need to analyze large amounts of unfamiliar data, managers of operations databases, and students in undergraduate or graduate level courses dealing with large scale data analys is and data mining.

About the book

Full name Exploratory Data Mining and Data Cleaning
Language English
Binding Book - Hardback
Date of issue 2003
Number of pages 204
EAN 9780471268512
ISBN 0471268518
Libristo code 04889194
Weight 508
Dimensions 164 x 242 x 20
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