D.M.J. Tax, One-class classification; Concept-learning in the absence of counter-examples Delft University of Technology. June 2001, ISBN: 90-75691-05-x.
F. van der Heiden, R.P.W. Duin, D. de Ridder, and D.M.J. Tax, Classification, Parameter Estimation, State Estimation: An Engineering Approach Using MatLab, Wiley, New York, 2004, 1-440.
S. Mika, C. Schaefer, P. Laskov, D.M.J. Tax, K.-R. Mueller, Handbook of Computational Statistics, chapter Support Vector Machines. Springer, Berlin, 2004.
R.P.W. Duin and D.M.J. Tax, Statistical Pattern Recognition, in: C.H. Chen, L.F. Pau, P.S.P. Wang (eds.), Handbook of Pattern Recognition and Computer Vision, World Scientific, Singapore, 2004.
R.P.W. Duin, E.E.E. Frietman, A. Hoekstra, R. Ligteringen, D. de Ridder, M. Skurichina, D.M.J. Tax, and A. Ypma, The use of neural network tools in statistical pattern recognition, in: B. Kappen, S. Gielen (eds.), Neural Networks: Best Practice in Europe, Progress in Neural Processing, vol. 8, World Scientific, Singapore, 1997, 165-168.
S. Harmeling, G. Dornhege, D.M.J. Tax, F. Meinecke and K.-R. Mueller, From outliers to prototypes: ordering data, Neurocomputing, vol. 69, no. 13-15, August 2006, 1608-1618
C. Veenman and D.M.J. Tax, LESS: a model-based classifier for sparses subspaces, IEEE Transactions on Pattern Analysis and Machine Intelligence, vol. 27, no. 9, 2005, 1496-1500.
D.M.J. Tax and R.P.W. Duin, Support Vector Data Description, Machine Learning, vol. 54, no. 1, 2004, 45-66.
C. Lai, D.M.J. Tax, R.P.W. Duin, E. Pekalska, and P. Paclik, A study on combining image representations for image classification and retrieval, International Journal of Pattern Recognition and Artificial Intelligence, vol. 18, no. 5, 2004, 867-890.
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.
D.M.J. Tax and R.P.W. Duin, Uniform Object Generation for Optimizing One-class Classifiers, Journal of Machine Learning Research, Special Issue on Kernel Methods, vol. 2, no. 2, 2002, 155-173.
D.M.J. Tax, M. van Breukelen, R.P.W. Duin, and J. Kittler, Combining multiple classifiers by averaging or by multiplying?, Pattern Recognition, vol. 33, no. 9, 2000, 1475-1485.
D.M.J. Tax and R.P.W. Duin, Support vector domain description, Pattern Recognition Letters, vol. 20, no. 11-13, 1999, 1191-1199.
R.P.W. Duin, D. de Ridder, and D.M.J. Tax, Featureless Pattern Classification, Kybernetika, vol. 34, no. 4, 1998, 399-404.
M. van Breukelen, R.P.W. Duin, D.M.J. Tax, and J.E. den Hartog, Handwritten digit recognition by combined classifiers, Kybernetika, vol. 34, no. 4, 1998, 381-386.
R.P.W. Duin, D. de Ridder, and D.M.J. Tax, Experiments with object based discriminant functions; a featureless approach to pattern recognition, Pattern Recognition Letters, vol. 18, no. 11-13, 1997, 1159-1166.
Y. Arzhaeva, D.M.J. Tax, and B. van Ginneken, Image Classification from Generalized Image Distance Features: Application to Detection of Interstitial Disease in Chest Radiographs, in: Y.Y. Tang, S.P. Wang, G. Lorette, D.S. Yeung, H. Yan (eds.), Proc. of the 18th Int. Conf. on Pattern Recognition (ICPR2006, Hong Kong, China, August 2006), vol. 3, IEEE Computer Society Press, Los Alamitos, 2006, 367-370.
Y. Arzhaeva, D.M.J. Tax, and B. van Ginneken, Improving computer-aided diagnosis of interstitial disease in chest radiographs by combining one-class and two-class classifiers., SPIE 2006, 2006.
P. Juszczak, D.M.J. Tax, E. Pekalska, and R.P.W. Duin, Minimum spanning tree data description, Pattern Recognition, 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.), Proc. of the 18th Int. Conf. on Pattern Recognition (ICPR2006, Hong Kong, China, August 2006), vol. 2, IEEE Computer Society Press, Los Alamitos, 2006, 788-791.
T.C.W. Landgrebe, D.M.J. Tax, P. Paclik, and R.P.W. Duin, The interaction between classification and reject performance for distance- based reject-option classifiers, Pattern Recognition Letters, vol. 27, 2006, 908-917.
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, Proc. SSSPR2006 (Hong Kong, China, August 2006), Lecture Notes in Computer Science, vol. 4109, Springer Verlag, Berlin, 2006, 587-595.
D.M.J. Tax, R.P.W. Duin, and Y. Arzhaeva, Linear model combining by optimizing the Area under the ROC curve, in: Y.Y. Tang, S.P. Wang, G. Lorette, D.S. Yeung, H. Yan (eds.), Proc. of the 18th Int. Conf. on Pattern Recognition (ICPR2006, Hong Kong, China, August 2006), vol. 4, IEEE Computer Society Press, Los Alamitos, 2006, 119-122.
C. Veenman and D.M.J. Tax, A weighted nearest mean classifier for sparse subspaces, in: C. Schmid, S. Soatto and Tomasi, Proceedings of the conference on computer vision and pattern recognition (CVPR) 2005.
D.M.J. Tax and R.P.W. Duin, Characterizing one-class datasets, in: Sixteenth annual symposium of the Pattern Recognition Association of South Africa, 2005, pg. 21-26.
P. Paclik, D.M.J. Tax, S. Versakov and R.P.W. Duin, Simplifying the model-based classifiers for multi-modal problems in classification of spectra, in: Sixteenth annual symposium of the Pattern Recognition Association of South Africa, 2005, pg. 33-38.
D.M.J. Tax and C. Veenman, Tuning the hyperparameter of an AUC-optimized classifier, in: Seventeenth Belgium-Netherlands conference on artificial intelligence, 2005, 224-231.
D.M.J. Tax, Regularizing the Covariance Matrix Using Spatial Information, in: Verbrugge, R. and Taatgen, N. and Schomaker, L. (eds.), Proceedings of the 16th Belgium-Netherlands conference on Artificial Intelligence. BNAIC 2004, 2004, 179-186.
Wang, Q. and Seabra-Lopes, L. and Tax, D.M.J., Visual object recognition through one-class learning, in: Campilho, A. and Kamel, M. (eds.), Image analysis and recognition: international conference ICIAR, vol. 1, 2004, 463--470.
D.M.J. Tax and K.-R. Mueller, A Consistency-Based Model Selection for One-class Classification, in: J. Kittler, M. Petrou, M. Nixon (eds.), Proceedings 17th International Conference on Pattern Recognition (22-26 August 2004, Cambridge UK), vol. 2, IEEE Computer Society, Los Alamitos, CA, 2004, 363-366.
T. Landgrebe, P. Paclik, D.M.J. Tax, S. Verzakov, and R.P.W. Duin, Cost- based classifier evaluation for imbalanced problems, in: A. Fred, T. Caelli, R.P.W. Duin, A. Campilho, and D. de Ridder (eds.), Structural, Syntactic, and Statistical Pattern Recognition, Proc. SSSPR2004 (Lisbon, Portugal, August 2004), Lecture Notes in Computer Science, vol. 3138, Springer Verlag, Berlin, 2004, 758-766.
R.P.W. Duin, E. Pekalska, and D.M.J. Tax, The characterization of classification problems by classifier disagreements, in: J. Kittler, M. Petrou, M. Nixon (eds.), Proceedings 17th International Conference on Pattern Recognition (22-26 August 2004, Cambridge UK), vol. 2, IEEE Computer Society, Los Alamitos, CA, 2004, 140-143.
R.P.W. Duin, E. Pekalska, P. Paclik, and D.M.J. Tax, The dissimilarity representation, a basis for domain based pattern recognition?, in: L. Goldfarb (eds.), Pattern representation and the future of pattern recognition, a program for action (ICPR 2004 Workshop Proceedings, Cambridge UK, 22 August 2004), Faculty of Computer Science, Univ. of New Brunswick, Fredericton, NB, Canada, 2004, 43-56.
D.M.J. Tax and K.-R. Mueller, Feature extraction for one-class classification, in Proceedings of the ICANN/ICONIP 2003, 2003, 342-349.
D.M.J. Tax and P. Laskov, Online SVM learning: from classification and data description and back, in: C. Molina et al. Proceedings Neural Networks and Signal Processing, 2003, 499-508.
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 (Niagara Falls, Canada, Aug.10), Lecture Notes in Computer Science, vol. 2388, Springer Verlag, Berlin, 2002, 40-52.
D.M.J. Tax and R.P.W. Duin, Using Two-Class Classifiers for Multiclass Classification, in: R. Kasturi, D. Laurendeau, C. Suen (eds.), ICPR16, Proceedings 16th International Conference on Pattern Recognition (Quebec City, Canada, Aug.11-15), vol. II, IEEE Computer Society Press, Los Alamitos, 2002, 124-127.
C. Lai, D.M.J. Tax, R.P.W. Duin, E. Pekalska, and P. Paclik, On combining one-class classifiers for image database retrieval, in: F. Roli, J. Kittler (eds.), Multiple Classifier Systems, Proceedings Third International Workshop MCS 2002 (Cagliari, Italy, June 24-26), Lecture Notes in Computer Science, vol. 2364, Springer Verlag, Berlin, 2002, 212-221.
E. Pekalska, D.M.J. Tax, and R.P.W. Duin, One-Class LP Classifiers for Dissimilarity Representations, in: S. Becker, S. Thrun and K. Obermayer (eds.), Advances in Neural Information Processing Systems, vol. 15 (Proc. NIPS 2002, Vancouver, Dec.9-12, 2002), MIT Press, Cambridge, MA, 2003, 761-768.
R.P.W. Duin and D.M.J. Tax, Experiments with Classifier Combining Rules (invited paper), in: J. Kittler, F. Roli (eds.), Multiple Classifier Systems (Proc. First International Workshop, MCS 2000, Cagliari, Italy, June 2000), Lecture Notes in Computer Science, vol. 1857, Springer, Berlin, 2000, 16-29.
D.M.J. Tax and R.P.W. Duin, Combining One-Class Classifiers, in: J. Kittler, F. Roli (eds.), Multiple Classifier Systems, Proceedings Second International Workshop MCS 2001 (Cambridge, UK, July), Lecture Notes in Computer Science, vol. 2096, Springer Verlag, Berlin, 2001, 299-308.
D.M.J. Tax and R.P.W. Duin, Data Description in Subspaces, in: A. Sanfeliu, J.J. Villanueva, M. Vanrell, R. Alquezar, A.K. Jain, J. Kittler (eds.), ICPR15, Proc. 15th Int. Conference on Pattern Recognition (Barcelona, Spain, Sep.3-7), vol. 2, Pattern Recognition and Neural Networks, IEEE Computer Society Press, Los Alamitos, 2000, 672-675.
D.M.J. Tax and R.P.W. Duin, Feature scaling in support vector data descriptions, in: N. Japkowicz (eds.), Learning from Imbalanced Data Sets, AAAI Press, Menlo Park, CA, 2000, 25-30.
D.M.J. Tax and R.P.W. Duin, Data domain description using support vectors, in: M. Verleysen (eds.), Proc. European Symposium on Artificial Neural Networks (Bruges, April 21-23, 1999), D-Facto, Brussels, 1999, 251-257.
D.M.J. Tax, A. Ypma, and R.P.W. Duin, Pump failure detection using support vector data descriptions, in: D.J. Hand, J.N. Kok, M.R. Berthold (eds.), Advances in Intelligent Data Analysis (Proc. IDA-99, 3rd Int. Symposium, Amsterdam, August 9-11), Lecture Notes in Computer Science, vol. 1642, Springer Verlag, Berlin, 1999, 415-425.
A. Ypma, D.M.J. Tax, and R.P.W. Duin, Robust machine fault detection with Independent Component Analysis and Support Vector Data Description, in: Y.H. Hu, J. Larsen, E. Wilson, S. Douglas (eds.), Neural Networks for Signal Processing IX (Proc. of the 1999 IEEE Workshop, Madison), IEEE, New York, 1999, 67-76.
D.M.J. Tax and R.P.W. Duin, Outlier detection using classifier instability, in: A. Amin, D. Dori, P. Pudil, H. Freeman (eds.), Advances in Pattern Recognition, Proc. Joint IAPR Int. Workshops SSPR'98 and SPR'98 (Sydney, Australia, August 1998), Lecture Notes in Computer Science, vol. 1451, Springer, Berlin, 1998, 593-601.
R.P.W. Duin and D.M.J. Tax, Classifier conditional posterior probabilities, in: A. Amin, D. Dori, P. Pudil, H. Freeman (eds.), Advances in Pattern Recognition, Proc. Joint IAPR Int. Workshops SSPR'98 and SPR'98 (Sydney, Australia, August 1998), Lecture Notes in Computer Science, vol. 1451, Springer, Berlin, 1998, 611-619.
R.P.W. Duin, D. de Ridder, and D.M.J. Tax, Featureless Pattern Classification, Kybernetika, vol. 34, no. 4, 1998, 399-404.
R.P.W. Duin, D. de Ridder, and D.M.J. Tax, Featureless Classification (invited paper), in: P. Pudil, J. Novovicova, J. Grim (eds.), Proc. 1st International Workshop Statistical Techniques in Pattern Recognition (Prague, CR, June 9-11), Inst. of Inf. Theory and Automation, Academy of Sciences of the Czech Republic, Prague, 1997, 37-42.
A. Ypma, D.M.J. Tax, and R.P.W. Duin, Between ship noise and gas leak: reliable gas leak detection, in: B. Kappen, S. Gielen (eds.), Neural Networks: Best Practice in Europe, Progress in Neural Processing, vol. 8, World Scientific, Singapore, 1997, 157-160.
D.M.J. Tax, R.P.W. Duin, and M. van Breukelen, Comparison between product and mean classifier combination rules, in: P. Pudil, J. Novovicova, J. Grim (eds.), Proc. 1st International Workshop Statistical Techniques in Pattern Recognition (Prague, CR, June 9-11), Inst. of Inf. Theory and Automation, Academy of Sciences of the Czech Republic, Prague, 1997, 165-170.
M. van Breukelen, R.P.W. Duin, D.M.J. Tax, and J.E. den Hartog, Combining classifiers for the recognition of handwritten digits, in: P. Pudil, J. Novovicova, J. Grim (eds.), Proc. 1st International Workshop Statistical Techniques in Pattern Recognition (Prague, CR, June 9-11), Inst. of Inf. Theory and Automation, Academy of Sciences of the Czech Republic, Prague, 1997, 13-18.
D.M.J. Tax and B. Kappen, Learning structure with Many-Take-All Networks, in: Proc. of the International Conference on Artificial Neural Networks, 1996, 95-100.
C. Lai, D.M.J. Tax, R.P.W. Duin, E. Pekalska, and P. Paclik, Database retrieval: the use of combined dissimilaities, 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 (Heijen, NL, June 4-6), ASCI, Delft, 2003, 177-184.
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 (Lochem, NL, June 19-21), ASCI, Delft, 2002, 95-102.
D.M.J. Tax and R.P.W. Duin, Outliers and data descriptions, in: R.L. Lagendijk, J.W.J. Heijnsdijk, A.D. Pimentel, M.H.F. Wilkinson (eds.), Proc. ASCI 2001, 7th Annual Conf. of the Advanced School for Computing and Imaging (Heijen, NL, May 30-June 1), ASCI, Delft, 2001, 234-241.
D.M.J. Tax, R.P.W. Duin, and K. Messer, Image Database Retrieval with Support Vector Data Descriptions, in: L.J. van Vliet, J.W.J. Heijnsdijk, T. Kielman, P.M.W. Knijnenburg (eds.), Proc. ASCI 2000, 6th Annual Conf. of the Advanced School for Computing and Imaging (Lommel, Belgium, June 14-16), ASCI, Delft, 2000, 134-140.
D.M.J. Tax, A. Ypma, and R.P.W. Duin, Support vector data description applied to machine vibration analysis, in: M. Boasson, J.A. Kaandorp, J.F.M. Tonino, M.G. Vosselman (eds.), ASCI'99, Proc. 5th Annual Conference of the Advanced School for Computing and Imaging (Heijen, NL, June 15-17), ASCI, Delft, 1999, 398-405.
D. de Ridder, D.M.J. Tax, and R.P.W. Duin, An experimental comparison of one-class classification methods, in: B.M.ter Haar Romeny, D.H.J. Epema, J.F.M. Tonino, A.A. Wolters (eds.), Proc. ASCI'98, 4th Annual Conf. of the Advanced School for Computing and Imaging (Lommel, Belgium, June 9-11), ASCI, Delft, 1998, 213-218.
D.M.J. Tax, D. de Ridder, and R.P.W. Duin, Support vector classifiers: A first look, in: H.E. Bal, H. Corporaal, P.P. Jonker, J.F.M. Tonino (eds.), ASCI'97, Proc. 3rd Annual Conference of the Advanced School for Computing and Imaging (Heijen, NL, June 2-4), ASCI, Delft, 1997, 253-258.
P. Paclik, T.C.W. Landgrebe, D.M.J. Tax, and R.P.W. Duin, Delft Work Package 2 for the Amanda classification problem - data representation, TSS Technology Technical Note, TN 2004-05-02, 2004, 1-131.
T.C.W. Landgrebe, D.M.J. Tax, and R.P.W. Duin, Delft Work Package 3 for the Amanda classification problem: One class classification, TSS Technology Technical Note, TN 2004-05-03, 2004, 1-124.
T.C.W. Landgrebe, P. Paclik, D.M.J. Tax, and R.P.W. Duin, Delft Work Package 1 for the Amanda classification problem - methodology, initial analysis, and software infrastructure, TSS Technology Technical Note, TN 2004-01-14, 2004, 1-139.
T.C.W. Landgrebe, P. Paclik, D.M.J. Tax, and R.P.W. Duin, Delft Work Package 4 for the Amanda classification problem - classifier combining, TSS Technology Technical Note, TN 2004-XX-XX, 2004, 1-191.
T.C.W. Landgrebe, P. Paclik, D.M.J. Tax, and R.P.W. Duin, Summary and consolidation of AMANDA Research at Delft, 2003 to 2004, TSS Technology Technical Note, TN 2004-XX-XX, 2004, 1-47.
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.
P.P. Jonker, R.P.W. Duin, D. de Ridder, R. Ligteringen, and D.M.J. Tax, Technological challenges in defect detection for metal strip; pattern recognition algorithms, in: S. Kaiser, G. Qing (eds.), The 1st Sino- European Symposium on Quality Control of High-Grade Steel, University of Science and Technology Beijing, Beijing, 1999, 38-40.
D.M.J. Tax, A. Ypma, and R.P.W. Duin, Analysis and improvement of a neural network based system for gas leak detection, Report for Shell Ortem, project TN-97-016, 1999, 1-49.