Books:
Journal publications:
- P. Juszczak, D.M.J. Tax, E. Pekalska and
R.P.W. Duin, Minimum volume
enclosing ellipsoid data description ,
submitted
- P. Juszczak, N.M. Adams, D.J. Hand, C. Whitrow, D.J. Weston,
Off-the-peg or bespoke classifiers for
fraud detection?, 2007.
- P. Juszczak, D.M.J. Tax, E. Pekalska and R.P.W. Duin,
Minimum spanning tree data description,
, 2007
- L. van Bommel, S.E. van
Wieren, P. Funston, P. Juszczak, P. Riordan
Who is who?
Identifying lions individually by their
footprints,
Oecologia, 2007
- D.M.J. Tax and P. Juszczak,
Kernel whitening for one-class classification,
International Journal of Pattern Recognition and Artificial Intelligence
vol. 17, no. 3 (2003) 333-347
Conference papers:
- P. Juszczak and N. Adams,
Behavioural finance as a multi-instance
learning problem, The 14th International Conference on Neural
Information Processing (ICONIP), 2007.
- P. Juszczak,
Query diversification in
active learning, The 14th International Conference on Neural Information
Processing (ICONIP), 2007.
- P. Juszczak,
Volume-based model selection for one-class
classifiers that consist of a set of spheres, The 14th International
Conference on Neural Information Processing (ICONIP),
2007.
- P. Juszczak, D.M.J. Tax, S. Verzakov, and R.P.W. Duin,
Domain Based LDA and QDA,
in: Y.Y. Tang, S.P. Wang, G. Lorette, D.S. Yeung, H. Yan (eds.),
Proceedings of the 18th Intternational Conference on Pattern Recognition,
vol. 2, IEEE Computer Society Press, Los Alamitos, 2006, 788-791.
- D.M.J. Tax, P. Juszczak, E. Pekalska, and R.P.W. Duin,
Outlier detection using ball descriptions with adjustable metric,
in: D.Y. Yeung, J.T. Kwok, A. Fred, F. Roli and D. de Ridder (eds.),
Structural, Syntactic, and Statistical Pattern Recognition, Proceedings of SSSPR2006,
Lecture Notes in Computer Science, vol. 4109, Springer Verlag,
Berlin, 2006, 587-595.
- P. Juszczak and R.P.W. Duin,
Learning from a test set,
Proceedings 4th International Conference on Computer Recognition Systems,
Lecture Notes in Computer Science, Springer Verlag, 203-210, 2005.
- P. Juszczak and R.P.W. Duin,
Selective sampling based on the variation in label assignments,
in: J. Kittler, M. Petrou, M. Nixon (eds.),
Proceedings of the 17th International Conference on Pattern Recognition,
vol. 2, IEEE Computer Society, Los Alamitos, CA, 2004, 375-378.
- P. Juszczak and R.P.W. Duin,
Combining one-class classifiers to classify missing data,
in: F. Roli, J. Kittler, T, Windeatt (eds.),
Multiple Classifier Systems, Proceedings of the 5th International Workshop MCS 2004,
Lecture Notes in Computer Science, vol. 3077, Springer Verlag, Berlin, 2004, 92-101.
- P. Juszczak and R.P.W. Duin,
Uncertainty sampling for one-class classifiers,
in: N. Chawla, N. Japkowicz, A. Kolcz (eds.),
Proceedings of the ICML-2003 Workshop: "Learning with Imbalanced Data Sets II",
ICML2003, Washington D.C., 2003, 81-88.
- P. Juszczak and R.P.W. Duin,
Selective Sampling Methods in One-Class Classification Problems,
in: O. Kaynak, E. Alpaydin, E. Oja, L. Xu (eds.),
Artificial Neural Networks and Neural Information Processing (Proc. Joint Int. Conf. ICANN/ICONIP 2003,,
Lecture Notes in Computer Science, vol. 2714, Springer Verlag, Berlin, 2003, 140-148.
- D.M.J. Tax and P. Juszczak, Kernel
Whitening for One-Class Classification, in:
S.-W. Lee, A. Verri (eds.), Pattern Recognition with Support Vector
Machines, Proc. of SVM2002, Lecture Notes
in Computer Science, vol. 2388, Springer Verlag, Berlin, 2002, 40-52.
-
P. Juszczak and R.P.W. Duin, Combining one-class classifiers to handle missing
data, in: J.J. van Wijk, J.W.J. Heijnsdijk, K.G. Langendoen, R. Veltkamp
(eds.), Proc. ASCI 2004, 10th Annual Conf. of the Advanced School for
Computing and Imaging, ASCI, Delft, 2004, 75-82.
- P. Juszczak and R.P.W. Duin, How to ask an expert for new samples in the one-
class classification problem?, in: S. Vassiliades, L.M.J. Florack, J.W.J.
Heijnsdijk, A. van der Steen (eds.), Proc. ASCI 2003, 9th Annual Conf. of
the Advanced School for Computing and Imaging,
ASCI, Delft, 2003, 225-231.
-
P. Juszczak, D.M.J. Tax, and R.P.W. Duin, Feature
scaling in support vector data description, in: E.F. Deprettere, A. Belloum, J.W.J. Heijnsdijk, F.
van der Stappen (eds.), Proc. ASCI 2002, 8th Annual Conf. of the Advanced
School for Computing and Imaging, ASCI, Delft,
2002, 95-102.
Reports:
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