Publications
Journal Papers
- Weston D. J.,Russell R. A.,Batty E.,Jensen K.,Stephens D. A.,Adams N. M. and Freemont P.S.New quantitative approaches reveal the spatial preference of nuclear compartments in mammalian fibroblasts. Journal of The Royal Society Interface, 12(104), 20140894. (2015).
- Weston D.J., Adams N.M., Russell R.A., Stephens D.A. and Freemont P.S., Analysis of Spatial Point Patterns in Nuclear Biology. PloS one 7, no. 5 (2012)
- Weston D.J, Anagnostopoulos C., Tasoulis D.K., Adams N.M., Hand D.J. Handling Missing Feature Values for a Streaming Quadratic Discriminant Classifier, Data Mining and Knowledge Discovery, Submitted, 2010
- Heard N.A., Weston D.J., Platanioti K, Hand D.J. Bayesian Anomaly Detection Methods for Social Networks, Annals of Applied Statistics, Volume 4, Number 2 (2010), 645-662.
- Hand, D.J., Whitrow, C, Adams, N.M., Juszczak, P. and Weston,
D.J.,
'Performance criteria for plastic card fraud detection tools' Journal of the Operational Research Society, 58, (2008), 956-962.
- Juszczak, P., Adams, N.M., Hand, D.J., Whitrow, C. and Weston, D.J., 'Off-the-peg and bespoke classifiers for fraud detection' Computational Statistics and Data Analysis, 52, (2008), 4521-4532.
- Weston, D.J., Hand, D.J., Adams, N.M., Whitrow, C., and
Juszczak,
P.,
'Plastic card fraud detection using peer group analysis' Advances in Data Analysis and Classification, 2(1), (2008), 45-62.
Below is a link to a file containing R code that you may use to perform peer group analysis. R is a freely available programming language which can be downloaded from here.
PeerGroupAnalysis.R
For a complete example, please download the following additional files:
- Whitrow, C., Hand, D.J., Juszczak, P., Weston, D.J., and
Adams, N.M., 'Transaction aggregation as a strategy for credit card
fraud detection', Data Mining and Knowledge Discovery, 18(1), (2009), 30-55.
Conference, Workshop and Miscellaneous Papers
- Weston D.J., Exploiting Novel Properties of Space-filling Curves for Data Analysis.
The Thirteenth International Symposium on Intelligent Data Analysis, Springer International Publishing, 2014, pp356-367.
- Weston D.J.,Kim Y., Adams N.M., and Hand D.J., Fault Mining using Peer Group Analysis, GfKl 2010 Symposium Karlsruhe, 34th Annual Conference of the German Classification Society, July 21 -23, 2010, presentation
- Tasoulis, D.K., Adams, N.M., Weston, D.J. and Hand, D.J., 'Mining information from plastic card transaction streams', in Compstat 2008, Proceedings in Computational Statistics: 18th Symposium, P. Brito (ed), 2008, 315-322.
- Hand D.J. and Weston D.J. (2008) Statistical techniques for fraud detection, prevention, and assessment. In Mining Massive Data Sets for Security, ed. Fogelman-Soulié, Perrotta D., Pisorski J., and Steinberger R. IOS Press, Amsterdam. 257-270
- Adams, N.M., Hand, D.J., Montana, G. and Weston, D. (2006). Fraud Detection in Consumer Credit. Expert Update 9(1), 21-27.