Applied Data Mining

ISBN-13: 9781466585836 / Angielski / Twarda / 2013 / 284 str.

Guandong Xu & Yu Zong

Opis

In past decades, data mining has witnessed substantial advances by efforts from various communities. On the other hand, new research questions and practical challenges are continuously presented due to newly emerging topics 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 the existing research and application progresses in traditional data mining and the latest advances in newly emerging information services.

Spis treści

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.