Applied Data Mining

1. Auflage 2013
ISBN: 978-1-4665-8583-6
Verlag: CRC Press

Buch, Englisch, 284 Seiten, Format (B × H): 161 mm x 240 mm, Gewicht: 596 g

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.

Autoren/Hrsg.

Xu, Guandong

Zong, Yu

Yang, Zhenglu

Fachgebiete

• Mathematik | Informatik EDV | Informatik Daten / Datenbanken Data Mining

Inhaltsverzeichnis

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.

Über Autor(innen)

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