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...

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Bibliographic Details
Main Author: David Hand
Other Authors: Heikki Mannila ; Padhraic Smyth
Format: Printed Book
Published: New Delhi PHI Learning 2009
Edition:Eastern Economy Edition
Subjects:
Data mining
Table of Contents:
  • 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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