David Tax

2005
Tax DMJ, Duin RPW. Characterizing one-class datasets. In: Proceedings of the Sixteenth Annual Symposium of the Pattern Recognition Association of South Africa. Proceedings of the Sixteenth Annual Symposium of the Pattern Recognition Association of South Africa.; 2005:21-26. Download: TaxDui2005.pdf (143.59 KB)
Veenman CJ, Tax DMJ. LESS: a model-based classifier for sparse subspaces. IEEE Transactions on Pattern Analysis and Machine Intelligence. 2005;27:1496-1500. Download: VeeTax2005a.pdf (123.4 KB)
Landgrebe TCW, Paclik P, Tax DMJ, Duin RPW. Optimising two-stage recognition systems. In: Oza NC, Polikar R, Kittler J, Roli F Sixth International Workshop on Multiple classifier systems. Sixth International Workshop on Multiple classifier systems. Berlin; 2005:206-215.
Duin RPW, Tax DMJ. Statistical Pattern Recognition. In: Chen CH, Wang PSP Handbook of Pattern Recognition and Computer Vision, 3rd ed. Handbook of Pattern Recognition and Computer Vision, 3rd ed. Singapore; 2005. Available at: http://www.worldscibooks.com/compsci/5711.html.
Tax DMJ, Veenman CJ. Tuning the hyperparameter of an AUC-optimized classifier. In: Seventeenth Belgium-Netherlands conference on artificial intelligence. Seventeenth Belgium-Netherlands conference on artificial intelligence.; 2005:224-231. Download: TaxVee2005.pdf (186.63 KB)
Paclik P, Tax DMJ, Verzakov SA, Duin RPW. Simplifying the model-based classifiers for multi-modal problems in classification of spectra. In: Nicolls F Proceedings of the Sixteenth Annual Symposium of the Pattern Recognition Association of South Africa. Proceedings of the Sixteenth Annual Symposium of the Pattern Recognition Association of South Africa.; 2005:33-38.
2004
Landgrebe TCW, Paclik P, Tax DMJ, Verzakov SA, Duin RPW. Cost-based classifier evaluation for imbalanced problems. In: Fred ALN, Caelli T, Duin RPW, Campilho A, de Ridder D Proceedings of the 10th International Workshop on Structural and Syntactic Pattern Recognition and 5th International Workshop on Statistical Techniques in Pattern Recognition.Vol 3138. Proceedings of the 10th International Workshop on Structural and Syntactic Pattern Recognition and 5th International Workshop on Statistical Techniques in Pattern Recognition. Berlin; 2004:762-770.
Duin RPW, Pekalska E, Tax DMJ. The characterization of classification problems by classifier disagreements. In: Kittler J, Petrou M, Nixon M International Conference on Pattern Recognition.Vol 2. International Conference on Pattern Recognition. Cambridge, United Kingdom; 2004:140–143. Download: duin_icpr_04_classproblems.pdf (163.68 KB)
Duin RPW, Pekalska E, Paclik P, Tax DMJ. The dissimilarity representation, a basis for domain based pattern recognition?. In: Goldfarb L Pattern representation and the future of pattern recognition, a program for action (ICPR 2004 Workshop Proceedings Cambridge UK, 22 August 2004). Pattern representation and the future of pattern recognition, a program for action (ICPR 2004 Workshop Proceedings Cambridge UK, 22 August 2004). Fredericton, NB, Canada; 2004:43-56. Abstract  Download: duin_pekalska_representation_04.pdf (217.93 KB)
Mika S, Schaefer C, Laskov P, Tax DMJ, Mueller K-R. Handbook of Computational Statistics. In: Support vector machines.Vol Handbook of Computational Statistics. Support vector machines.; 2004.
Tax DMJ, Duin RPW. Support Vector Data Description. Machine Learning. 2004;54:45-66. Download: ML_SVDD_04.pdf (311.39 KB)
Tax DMJ, Mueller K-R. A consistency-based model selection for one-class classification. In: Proceedings of the International Conference on Pattern Recognition 2004. Proceedings of the International Conference on Pattern Recognition 2004.; 2004:363-366.
Tax DMJ, Müller KR. A consistency-based model selection for one-class classification. In: Proceedings of the International Conference on PatternRecognition 2004. Proceedings of the International Conference on PatternRecognition 2004.; 2004:363–366.
Tax DMJ. Regularizing the Covariance Matrix Using Spatial Information. In: Verbrugge R, Taatgen N, Schomaker L Proceedings of the Sixteenth Belgium-Netherlands conference on Artificial Intelligence 2004. Proceedings of the Sixteenth Belgium-Netherlands conference on Artificial Intelligence 2004.; 2004:179–186.
Tax DMJ. Regularizing the Covariance Matrix Using SpatialInformation. In: Verbrugge R, Taatgen N, Schomaker L Proceedings of the Sixteenth Belgium-Netherlandsconference on Artificial Intelligence 2004. Proceedings of the Sixteenth Belgium-Netherlandsconference on Artificial Intelligence 2004.; 2004:179–186.
Lai C, Tax DMJ, Duin RPW, Pekalska E, Paclik P. A study on combining image representations for image classification and retrieval. International Journal of Pattern Recognition and Artificial Intelligence. 2004;18:867-890. Abstract
Wang Q, Seabra-Lopes L, Tax DMJ. Visual object recognition through one-class learning. In: Campilho A, Kamel MS Image analysis and recognition: international conference ICIAR.Vol 1. Image analysis and recognition: international conference ICIAR.; 2004:463–470.
2003
Lai C, Tax DMJ, Duin RPW, Pekalska E, Paclik P. Database retrieval: the use of combined dissimilaities. In: Vassiliades S, Florack LMJ, Heijnsdijk JWJ, van der Steen A Proc. ASCI 2003, 9th Annual Conf. of the Advanced School for Computing and Imaging. Proc. ASCI 2003, 9th Annual Conf. of the Advanced School for Computing and Imaging.; 2003:177-184.
Pekalska E, Tax DMJ, Duin RPW. One-Class LP Classifiers for Dissimilarity Representations. In: Becker S, Thrun S, Obermayer K Advances in Neural Information Processing Systems.Vol 15. Advances in Neural Information Processing Systems. Cambridge, MA, USA; 2003:761-768. Abstract  Download: pekalska_nips02.pdf (235.5 KB)
Tax DMJ, Laskov P. Online SVM learning: from classification to data description and back. In: Molina C Proc. Neural Network and Signal Processing. Proc. Neural Network and Signal Processing.; 2003:499–508. Download: inc.pdf (175.07 KB)
Tax DMJ, Mueller K-R. Feature extraction for one-class classification. In: Proceedings of the ICANN/ICONIP 2003. Proceedings of the ICANN/ICONIP 2003.; 2003:342-349.
Tax DMJ, Juszczak P. Kernel whitening for one-class classification. International journal of pattern recognition and artificial intelligence. 2003;17:333-348.