Applications of Different Self-Organizing Map Variants to Geographical Information Science Problems

Fernando Bação; Victor Lobo; Marco Painho

doi:10.1002/9780470021699.ch2

Applications of Different Self-Organizing Map Variants to Geographical Information Science Problems

Fernando Bação, Victor Lobo, Marco Painho

NOVA Information Management School (NOVA IMS)

Research output: Chapter in Book/Report/Conference proceeding › Chapter › peer-review

28 Citations (Scopus)

Abstract

This chapter contains sections titled:

Introduction

Some Important Parametrizations of the Original SOM Algorithm

Ways to Change the Original SOM Algorithm

Geo‐Variants – Including Geographic Reasoning in the SOM

Experimental Results with Artificial Data

Example of the use of the Geo‐SOM

Conclusions

References

Original language	English
Title of host publication	Self-Organising Maps
Subtitle of host publication	Applications in Geographic Information Science
Editors	Pragya Agarwal , André Skupin
Publisher	Wiley
Pages	21-44
Number of pages	24
ISBN (Electronic)	9780470021699
ISBN (Print)	9780470021675
DOIs	https://doi.org/10.1002/9780470021699.ch2
Publication status	Published - 1 Jan 2008

Keywords

Geo-SOM in geographic data exploration
Geographical Hypermap
Hierarchical SOMs
Knowledge discovery in databases (KDD)
Neural Gas Architecture (NGA)
SOM variants and GIScience
Spatial-Kangas Map

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10.1002/9780470021699.ch2

Cite this

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title = "Applications of Different Self-Organizing Map Variants to Geographical Information Science Problems",

abstract = "This chapter contains sections titled:IntroductionSome Important Parametrizations of the Original SOM AlgorithmWays to Change the Original SOM AlgorithmGeo‐Variants – Including Geographic Reasoning in the SOMExperimental Results with Artificial DataExample of the use of the Geo‐SOMConclusionsReferences",

keywords = "Geo-SOM in geographic data exploration, Geographical Hypermap, Hierarchical SOMs, Knowledge discovery in databases (KDD), Neural Gas Architecture (NGA), SOM variants and GIScience, Spatial-Kangas Map",

author = "Fernando Ba{\c c}{\~a}o and Victor Lobo and Marco Painho",

year = "2008",

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doi = "10.1002/9780470021699.ch2",

language = "English",

isbn = "9780470021675",

pages = "21--44",

editor = "{Agarwal }, {Pragya } and Skupin, {Andr{\'e} }",

booktitle = "Self-Organising Maps",

publisher = "Wiley",

address = "Germany",

}

Applications of Different Self-Organizing Map Variants to Geographical Information Science Problems. / Bação, Fernando ; Lobo, Victor ; Painho, Marco.
Self-Organising Maps: Applications in Geographic Information Science. ed. / Pragya Agarwal ; André Skupin. Wiley, 2008. p. 21-44.

Research output: Chapter in Book/Report/Conference proceeding › Chapter › peer-review

TY - CHAP

T1 - Applications of Different Self-Organizing Map Variants to Geographical Information Science Problems

AU - Bação, Fernando

AU - Lobo, Victor

AU - Painho, Marco

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KW - Geo-SOM in geographic data exploration

KW - Geographical Hypermap

KW - Hierarchical SOMs

KW - Knowledge discovery in databases (KDD)

KW - Neural Gas Architecture (NGA)

KW - SOM variants and GIScience

KW - Spatial-Kangas Map

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BT - Self-Organising Maps

A2 - Agarwal , Pragya

A2 - Skupin, André

PB - Wiley

ER -

Applications of Different Self-Organizing Map Variants to Geographical Information Science Problems

Abstract

Keywords

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