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Self-organising maps : applications in geographic information science

Author: Pragya Agarwal; Andre Skupin
Publisher: Chichester, England ; Hoboken, NJ : Wiley, ©2008.
Edition/Format:   Print book : EnglishView all editions and formats
Summary:
"Self-Organising Maps: Applications in Geographic Information Science brings together innovative geographic research involving use of the self-organising map (SOM) method. The range of applications of this book demonstrates how innovative artificial intelligence and neural network methods such as SOMs offer novel opportunities to geospatial experts and how these tools can be adapted for specific geographic needs."  Read more...
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Genre/Form: Aufsatzsammlung
Material Type: Internet resource
Document Type: Book, Internet Resource
All Authors / Contributors: Pragya Agarwal; Andre Skupin
ISBN: 9780470021675 0470021675
OCLC Number: 173502729
Description: viii, 205 pages, 15 unnumbered pages of plates : illustrations (some color), maps ; 26 cm
Contents: Introduction: what is a self-organizing map? / André Skupin, Pragya Agarwal --
Applications of different self-organizing map variants to geographical information science problems / Fernando Bação, Victor Lobo, Marco Painho --
An integrated exploratory geovisualization environment based on self-organizing map / Etien L. Koua, Menno-lan Kraak --
Visual exploration of spatial interaction data with self-organizing maps / Jun Yan, Jean-Claude Thill --
Detecting geographic associations in English dialect features in North America within a visual data mining environment integrating self-organizing maps / Jean-Claude Thill [and others] --
Self-organizing maps for density-preserving reduction of objects in cartographic generalization / Monika Sester --
Visualizing human movement in attribute space / André Skupin --
Climate analysis, modelling, and regional downscaling using self-organizing maps / Bruce C. Hewitson --
Prototyping broad-scale climate and ecosystem classes by means of self-organising maps / Jürgen P. Kropp, Hans Joachim Schellnhuber --
Self-organising map principles applied towards automating road extraction from remotely sensed imagery / Pete Doucette, Peggy Agouris, Anthony Stefanidis --
Epilogue: Intelligent systems for GIScience: Where next? A GIScience perspective / Michael Goodchild.
Responsibility: editors, Pragya Agarwal, André Skupin.
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Abstract:

Self-Organising Maps: Applications in GI Science brings together the latest geographical research where extensive use has been made of the SOM algorithm, and provides readers with a snapshot of these  Read more...

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