Applied Data Mining

By Guandong Xu, Yu Zong, Zhenglu Yang

© 2013 – CRC Press

284 pages | 2 Color Illus. | 58 B/W Illus.

Purchasing Options:
Hardback: 9781466585836
pub: 2013-06-16
US Dollars$94.95
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About the Book

Data mining has witnessed substantial advances in recent decades. New research questions and practical challenges have arisen from emerging areas and applications within the various fields closely related to human daily life, e.g. social media and social networking. This book aims to bridge the gap between traditional data mining and the latest advances in newly emerging information services. It explores the extension of well-studied algorithms and approaches into these new research arenas.

Table of Contents

FUNDAMENTALS

Introduction

Mathematical Foundations

Data Preparation

Cluster Analysis

Classification

Frequent Pattern Mining

ADVANCED DATA MINING

Advanced Clustering Analysis

Privacy Preserving in Data Mining

Data Stream

EMERGING APPLICATIONS

Web Clustering and Web Community

Recommender Systems

Data Mining in Social Tagging Systems

Social Network Mining

About the Authors

Dr. Guandong Xu , Centre for Applied Informatics, School of Engineering and Science, Victoria University, Australia

Prof. Yu Zong, Department of Information and Engineering, West Anhui University, China

Dr. Zhenglu Yang, Institute of Industrial Science, Tokyo, Japan

Subject Categories

BISAC Subject Codes/Headings:
COM021030
COMPUTERS / Database Management / Data Mining
COM037000
COMPUTERS / Machine Theory
MAT004000
MATHEMATICS / Arithmetic