Data clustering and rule abduction to facilitate crime hot spot prediction

Ian D. Wilson, Jonathan Corcoran, Owen M. Lewis, Andrew Ware

Allbwn ymchwil: Pennod mewn Llyfr/Adroddiad/Trafodion CynhadleddCyfraniad i gynhadleddadolygiad gan gymheiriaid

5 Dyfyniadau (Scopus)

Crynodeb

Crime rates differ between types of urban district, and these disparities are best explained by the variation in use of urban sites by differing populations. A database of violent incidents is rich in spatial information and studies have, to date, provided a statistical analysis of the variables within this data. However, a much richer survey can be undertaken by linking this database with other spatial databases, such as the Census of Population, weather and police databases. Coupling Geographical Information Systems (GIS) with Artificial Neural Networks (ANN) offers a means of uncovering hidden relationships and trends within these disparate databases. Therefore, this paper outlines the first stage in the development of such a system, designed to facilitate the prediction of crime hot spots. For this stage, a series of Kohonen Self-Organising Maps (KSOM) will be used to cluster the data in a way that should allow common features to be extracted.

Iaith wreiddiolSaesneg
TeitlComputational Intelligence
Is-deitlTheory and Applications - International Conference, 7th Fuzzy Days, Proceedings
GolygyddionBernd Reusch
CyhoeddwrSpringer
Tudalennau807-821
Nifer y tudalennau15
ISBN (Argraffiad)3540427325, 9783540427322
Dynodwyr Gwrthrych Digidol (DOIs)
StatwsCyhoeddwyd - 1 Ion 2001
Digwyddiad7th International Conference on Computational Intelligence: Theory and Applications, Fuzzy Days 2001 - Dortmund, Yr Almaen
Hyd: 1 Oct 20013 Oct 2001

Cyfres gyhoeddiadau

EnwLecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics)
Cyfrol2206 LNCS
ISSN (Argraffiad)0302-9743
ISSN (Electronig)1611-3349

Cynhadledd

Cynhadledd7th International Conference on Computational Intelligence: Theory and Applications, Fuzzy Days 2001
Gwlad/TiriogaethYr Almaen
DinasDortmund
Cyfnod1/10/013/10/01

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