Principles Of Data Mining

The rapid growth and integration of databases provides scientists, engineers, and business people with a vast new resource that can be analyzed to make scientific discoveries, optimize industrial systems, and uncover financially valuable patterns. To undertake these large data mining projects, resea...

Fuld beskrivelse

Bibliografiske detaljer
Hovedforfatter: David Hand
Andre forfattere: Heikki Mannila ; Padhraic Smyth
Format: Printed Book
Udgivet: New Delhi PHI Learning 2009
Udgivelse:Eastern Economy Edition
Fag:
Data mining
Indholdsfortegnelse:
  • Introduction
  • Measurement and data
  • Visualizing and exploring data
  • Data analysis and uncertainty
  • A systematic overview of data mining algorithms
  • Models and patterns
  • Score functions for data mining algorithms
  • Search and optimization methods
  • Descriptive modeling
  • Predictive modeling for classification
  • Predictive modeling for regression
  • Data organization and databases
  • Finding patterns and rules
  • Retrieval by content.

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