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Self-Organising Maps: Applications in Geographic Information Science

Pragya Agarwal (Editor), Andre Skupin (Editor)
ISBN: 978-0-470-02167-5
Hardcover
214 pages
August 2008
List Price: US $205.75
Government Price: US $118.36
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Self-Organising Maps: Applications in Geographic Information Science (0470021675) cover image

List of Contributors.

1. Introduction: What is a Self-Organizing Map? (André Skupin and Pragya Agarwal).

2. Applications of Different Self-Organizing Map Variants to Geographical Information Science Problems (Fernando Bação, Victor Lobo and Marco Painho).

3. An Integrated Exploratory Geovisualization Environment Based on Self-Organizing Map (Etien L. Koua and Menno-Jan Kraak).

4. Visual Exploration of Spatial Interaction Data with Self-Organizing Maps (Jun Yan and Jean-Claude Thill).

5. Detecting Geographic Associations in English Dialect Features in North America within a Visual Data Mining Environment Integrating Self-Organizing Maps (Jean-Claude Thill, William A. Kretzschmar Jr, Irene Casas and Xiaobai Yao).

6. Self-Organizing Maps for Density-Preserving Reduction of Objects in Cartographic Generalization (Monika Sester).

7. Visualizing Human Movement in Attribute Space (André Skupin).

8. Climate Analysis, Modelling, and Regional Downscaling Using Self-Organizing Maps (Bruce C. Hewitson).

9. Prototyping Broad-Scale Climate and Ecosystem Classes by Means of Self-Organising Maps (Jürgen P. Kropp and Hans Joachim Schellnhuber).

10. Self-Organising Map Principles Applied Towards Automating Road Extraction from Remotely Sensed Imagery (Pete Doucette, Peggy Agouris and Anthony Stefanidis).

11. Epilogue: Intelligent Systems for GIScience: Where Next? A GIScience Perspective (Michael Goodchild).

Index.

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