Geographic Data Mining and Knowledge Discovery (Chapman & Hall/CRC Data Mining and Knowledge Discovery Series) - Hardcover

Hardcover

ISBN 10: 1420073974 ISBN 13: 9781420073973

Publisher: CRC Press, 2009

Synopsis

The Definitive Volume on Cutting-Edge Exploratory Analysis of Massive Spatial and Spatiotemporal Databases

Since the publication of the first edition of Geographic Data Mining and Knowledge Discovery, new techniques for geographic data warehousing (GDW), spatial data mining, and geovisualization (GVis) have been developed. In addition, there has been a rise in the use of knowledge discovery techniques due to the increasing collection and storage of data on spatiotemporal processes and mobile objects. Incorporating these novel developments, this second edition reflects the current state of the art in the field.

New to the Second Edition

• Updated material on geographic knowledge discovery (GKD), GDW research, map cubes, spatial dependency, spatial clustering methods, clustering techniques for trajectory data, the INGENS 2.0 software, and GVis techniques
• New chapter on data quality issues in GKD
• New chapter that presents a tree-based partition querying methodology for medoid computation in large spatial databases
• New chapter that discusses the use of geographically weighted regression as an exploratory technique
• New chapter that gives an integrated approach to multivariate analysis and geovisualization
• Five new chapters on knowledge discovery from spatiotemporal and mobile objects databases

Geographic data mining and knowledge discovery is a promising young discipline with many challenging research problems. This book shows that this area represents an important direction in the development of a new generation of spatial analysis tools for data-rich environments. Exploring various problems and possible solutions, it will motivate researchers to develop new methods and applications in this emerging field.

About this title

About the Author

Jiawei Han, Harvey J. Miller

From the Back Cover

This second edition includes updated material on geographic knowledge discovery, geographic data warehouse research, map cubes, spatial dependency, spatial clustering methods, clustering techniques for trajectory data, INGENS 2.0, and geovisualization techniques. Recognizing the growth in mobile technologies and trajectory data, this edition provides five new chapters on knowledge discovery from spatiotemporal and mobile objects databases. It also contains new chapters on data quality issues, medoid computation, geographically weighted regression, and an integrated approach to multivariate analysis and geovisualization.

Edition details

• Publisher: CRC Press
• Publication date: 2009
• Language: English
• ISBN 10: 1420073974
• ISBN 13: 9781420073973
• Binding: Hardcover
• Edition number: 2
• Number of pages: 486
• Editor: Miller Harvey J., Han Jiawei