Exploratory Data Mining and Data Cleaning - Couverture rigide

Dasu, Tamraparni; Johnson, Theodore

 
9780471268512: Exploratory Data Mining and Data Cleaning
Couverture rigide
ISBN 10 : 0471268518 ISBN 13 : 9780471268512
Editeur : Wiley-Interscience, 2003

Synopsis

  • 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.

Les informations fournies dans la section « Synopsis » peuvent faire référence à une autre édition de ce titre.

À propos de l?auteur

TAMRAPARNI DASU, PhD, and THEODORE JOHNSON, PhD, are both members of the technical staff at AT&T Labs-Research in Florham Park, New Jersey.

Les informations fournies dans la section « A propos du livre » peuvent faire référence à une autre édition de ce titre.

Éditeur
Wiley-Interscience
Date d'édition
2003
Langue
anglais
ISBN 10 
0471268518
ISBN 13 
9780471268512
Reliure
Relié
Nombre de pages
224
Coordonnées du fabricant
non disponible
Personne responsable
non disponible