Books:

• P. Juszczak, Learning to recognise. A study on one-class classiifcation and active learning, PhD thesis, Delft University of Technology, ISBN: 978-90-9020684-4, 2006

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:

• R.P.W. Duin, P. Juszczak, D. de Ridder, P. Paclik, E. Pekalska, and D.M.J. Tax, PRTools, a Matlab toolbox for pattern recognition, http://prtools.org, 2004.