Introduction to Data Mining, Global Edition (2e) : 9780273769224

Introduction to Data Mining, Global Edition (2e)

 
Edition
 
2
ISBN
 
9780273769224
ISBN 10
 
0273769227
Published
 
21/03/2019
Published by
 
Pearson Higher Ed USA
Pages
 
864
Format
 
In stock
 
Title type
Book
$109.99
 
 
Title type
 
$60.00
 
 
Description

Introduction to Data Mining presents fundamental concepts and algorithms for those learning data mining for the first time. Each concept is explored thoroughly and supported with numerous examples. The text requires only a modest background in mathematics. Each major topic is organised into two chapters, beginning with basic concepts that provide necessary background for understanding each data mining technique, followed by more advanced concepts and algorithms.



Table of contents
  • 1 Introduction
  • 2 Data
  • 3 Classification: Basic Concepts and Techniques
  • 4 Association Analysis: Basic Concepts and Algorithms
  • 5 Cluster Analysis: Basic Concepts and Algorithms
  • 6 Classification: Alternative Techniques
  • 7 Association Analysis: Advanced Concepts
  • 8 Cluster Analysis: Additional Issues and Algorithms
  • 9 Anomaly Detection
  • 10 Avoiding False Discoveries
  • Author Index
Features & benefits
  • Provides both theoretical and practical coverage of all data mining topics.
  • Includes extensive number of integrated examples and figures.
  • Assumes only a modest statistics or mathematics background, and no database knowledge is needed.
  • Topics covered include; predictive modeling, association analysis, clustering, anomaly detection, visualization.
Student supplements