Text mining with emergent self organizing maps and multi-dimensional scaling: A comparative study on domestic violence

Applied Soft Computing Journal

Volumn 11, Issue 4, 2011, Pages 3870-3876

  Poelmans, Jonas ^a   Van Hulle, Marc M ^e   Viaene, Stijn ^a,b   Elzinga, Paul ^c   Dedene, Guido ^a,d  

^a UNIVERSITY OF LEUVEN   (Belgium)

^b VLERICK BUSINESS SCHOOL   (Belgium)

^c Amsterdam Amstelland Police   (Netherlands)

^d UNIVERSITY OF AMSTERDAM   (Netherlands)

^e KU LEUVEN UNIVERSITY OF LEUVEN   (Belgium)

Author keywords

Domestic violence; Emergent self organizing map (ESOM); Exploratory data analysis; Knowledge discovery in databases; Multi dimensional scaling (MDS); Text mining

Indexed keywords

DOMESTIC VIOLENCE; EXPLORATORY DATA ANALYSIS; KNOWLEDGE DISCOVERY IN DATABASES; MULTI-DIMENSIONAL SCALING; SELF ORGANIZING; TEXT MINING;

DATA MINING; DATA REDUCTION; LAW ENFORCEMENT;

SELF ORGANIZING MAPS;

EID: 79954572852     PISSN: 15684946     EISSN: None     Source Type: Journal    
DOI: 10.1016/j.asoc.2011.02.026     Document Type: Article

References (27)

1. R. Keus, and M.S. Kruijff Huiselijk geweld, draaiboek voor de aanpak 2000 Directie Preventie, Jeugd en Sanctiebeleid van de Nederlandse justitie
2. V.T. Dijk Huiselijk geweld, aard, omvang en hulpverlening 1997 Ministerie van Justitie, Dienst Preventie, Jeugdbescherming en Reclassering (oktober)
3. T. Cover, and J. Thomas Elements of Information Theory 1991 Wiley New York
4. T. Kohonen Self-Organized formation of topologically correct feature maps Biological Cybernetics 43 1982 59 69 (Pubitemid 12139984)
5. A. Ultsch, and F. Moerchen ESOM-Maps: tools for clustering, visualization, and classification with emergent SOM 2005 Technical Report, Dept. of Mathematics and Computer Science, University of Marburg Germany No. 46
6. V. Vapnik The Nature of Statistical Learning Theory 1995 Springer New York
7. A. Ultsch Density estimation and visualization for data containing clusters of unknown Structure Proceedings GfKI 2004 Dortmund 2004 232 239
8. A. Ultsch Maps for visualization of high-dimensional Data Spaces Proceedings WSOM'03 Kyushu, Japan 2003 225 230
9. A. Ultsch, and H.P. Siemon Kohonen's self organizing feature maps for exploratory data analysis Proceedings International Neural Networks Conference 1990 305 308
10. M. Van Hulle Faithful Representations and Topographic Maps from Distortion Based to Information Based Self-Organization 2000 Wiley New York
11. H. Peng, F. Long, and C. Ding Feature selection based on mutual information: criteria of Max-Dependency, Max-Relevance, and Min-Redundancy IEEE Transactions on Pattern Analysis and Machine Intelligence 27 8 2005
12. A. Ultsch, and L. Hermann Automatic clustering with U*C 2006 Technical Report, Dept. of Mathematics and Computer Science, Philippe-University of Marburg
13. W. Fan, L. Wallace, S. Rich, and T. Thang Tapping the power of text mining Communications of the ACM 49 9 2006
14. http://databionic-esom.sourceforge.net/
15. A. Ultsch Data mining and knowledge discovery with Emergent SOFMS for multivariate Time Series Kohonen Maps 1999 33 46
16. http://www.politie-amsterdam-amstelland.nl/get.cfm?id=86
17. C.W. Hsu, and C.J. Lin A comparison of methods for multi-class support vector machines IEEE Transactions on Neural Networks 13 2002 415 425
18. A.R. Webb Statistical Pattern Recognition 1999 Arnold
19. C. Ding, and H.C. Peng Minimum redundancy feature selection from microarray gene expression data Proceedings of Second IEEE Computational Systems Bioinformatics Conference August 2003 523 528
20. S.A. Raaijmakers, W. Kraaij, and J.B. Dietz Automatische detectie van huiselijk geweld in processen-verbaal 2007 TNO-rapport 34293
21. P. Elzinga Textmining by fingerprints. Onderzoeksrapport huiselijk geweld zaken 2006 IGP Project Activiteit 0504
22. http://www.cs.waikato.ac.nz/ml/weka/
23. http://www.informedia.cs.cmu.edu/yanrong/MATLABArsenal/MATLABArsenalDoc/ MATLABArsenal/NeuralNet.html
24. I. Borg, and J.F. Groenen Modern Multidimensional Scaling: Theory and Applications 2005 Springer Series in Statistics
25. J. Gower Some distance properties of latent root and vector methods used in multivariate analysis Biometrika 53 1966 325 328
26. R. Wehrens, and L.M. Buydens Self- and super-organizing maps in R: the Kohonen package Journal of Statistical Software 21 5 2007 1 19
27. J.B. Kruskal, and M. Wish Multidimensional Scaling Sage University Paper series on Quantitative Application in the Social Sciences 1978 Sage Publications Beverly Hills and London