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David Tax

In Press
Calana, Y. P., V. Cheplygina, R. P. W. Duin, E. García-Reyes, M. Orozco-Alzate, D. M. J. Tax, and M. Loog, "On the Informativeness of Asymmetric Dissimilarities", Similarity-Based Pattern Recognition: Springer, In Press.
2013
Cheplygina, V., D. M. J. Tax, and M. Loog, "Combining instance information to classify bags", Multiple Classifier Systems: Springer, pp. 13-24, 05/2013.  Download: paper16_cameraready.pdf (664.03 KB)
Li, Y., D. M. J. Tax, R. P. W. Duin, and M. Loog, "Multiple-instance learning as a classifier combining problem", Pattern Recognition, vol. 46, no. 3, pp. 865-874, 2013.
2012
Tax, D. M. J., "Multiple Instance Learning using Bag Distribution Parameters", 24th Benelux Conference on Artificial Intelligence, Maastricht, 2012.
Sankaranarayanan, S., F. Bremond, and D. M. J. Tax, "Qualitative Evaluation of Detection and Tracking Performance", IEEE Ninth International Conference on Advanced Video and Signal-Based Surveillance (AVSS), Beijing, China, pp. 362-367, 2012.
Xu, P., D. M. J. Tax, and A. Hanjalic, "A Structure-Based Video Representation for Web Video Categorization", 21st International Conference on Pattern Recognition, Tsukuba, Japan, 2012.
Lee, W. - J., V. Cheplygina, D. M. J. Tax, M. Loog, and R. P. W. Duin, "Bridging Structure and Feature Representations in Graph Matching", IJPRAI, vol. 26, no. 5, 2012.  Download: ijprai2012.pdf (759.25 KB)
Cheplygina, V., D. M. J. Tax, and M. Loog, "Class-dependent Bag Dissimilarities for Multiple Instance Learning", Statistical+Structural and Syntactic Pattern Recognition Workshop, 2012.  Download: paper_25.pdf (468.32 KB)
Cheplygina, V., D. M. J. Tax, and M. Loog, "Class-dependent Dissimilarity Measures for Multiple Instance Learning", ICT.Open, 2012.
Cheplygina, V., D. M. J. Tax, and M. Loog, "Does a rotten apple spoil the whole barrel?", International Conference on Pattern Recognition, 2012.  Download: icpr2012.pdf (198.11 KB)
2011
Tax, D. M. J., M. Loog, R. P. W. Duin, V. Cheplygina, and W. - J. Lee, "Bag dissimilarities for multiple instance learning", Similarity-Based Pattern Recognition, vol. LNCS 7005: Springer, pp. 222–234, 2011.  Download: simbad_11_mil.pdf (154.09 KB)
Escalera, S., D. M. J. Tax, O. Pujol, P. Radeva, and R. P. W. Duin, "Multi-class Classification in Image Analysis via Error-Correcting Output Codes", Innovations in Intelligent Image Analysis, vol. 339: Springer, pp. 7-29, 2011.
Cheplygina, V., and D. M. J. Tax, "Pruned random subspace method for one-class classifiers", Multiple Classifier Systems: Springer, pp. 96–105, 2011.  Download: cheplygina2011pruned_mcs2011.pdf (275.09 KB)
Li, Y., D. M. J. Tax, and M. Loog, "Supervised Image Segmentation with Scale Invariance", ASCI - IPA - SIKS tracks, ICT.OPEN, Veldhoven, pp. 1–6, 2011.  Download: Li_asci2011.pdf (401.12 KB)
Li, Y., D. M. J. Tax, and M. Loog, "Supervised Scale-Invariant Segmentation (and Detection)", Third International Conference on Scale Space and Variational Methods in Computer Vision, vol. LNCS 6667, Ein Gedi, Israel, pp. 350-361, 2011.  Download: Li_ssvm2011.pdf (362.89 KB)
2010
Cheplygina, V., Random Subspace Method for One-Class Classifiers, , Delft, The Netherlands, Delft University of Technology, 11/2010.
Tax, D. M. J., E. A. Hendriks, M. F. Valstar, and M. Pantic, "The detection of concept frames using Clustering Multi-Instance Learning", International conference on Pattern Recognition, Istanbul, Turkey, pp. 2917-2921, 08/2010.  Download: icpr_au.pdf (90.08 KB)
Sørensen, L., M. Loog, D. M. J. Tax, W. - J. Lee, M. de Bruijne, and R. P. W. Duin, "Dissimilarity-Based Multiple Instance Learning", Structural, Syntactic, and Statistical Pattern Recognition, vol. LNCS 6218, pp. 129-138, 2010.
2009
Loog, M., Y. Li, and D. M. J. Tax, "Maximum membership scale selection", Multiple Classifier Systems, vol. LNCS 5519, Reykjavic, Iceland, pp. 468–477, June, 2009.
Tax, D. M. J., M. Loog, and R. P. W. Duin, "Optimal mean-precision classifier", Multiple Classifier Systems, vol. LNCS 5519, Reykjavic, Iceland, pp. 72–81, June, 2009.
Li, Y., D. M. J. Tax, and M. Loog, "An initial study into image segmentation by combining multi-scale information", Proceedings of the fifteenth annual conference of the Advanced School for Computing and Imaging, pp. 1–6, 2009.
Juszczak, P., D. M. J. Tax, E. Pekalska, and R. P. W. Duin, "Minimum spanning tree based one-class classifier", Neurocomputing, vol. 72, pp. 1859-1869, 2009.
Bicego, M., E. Pekalska, D. M. J. Tax, and R. P. W. Duin, "Component-based Discriminative Classification for Hidden Markov Models", Pattern Recognition, vol. 42, no. 11, pp. 2637-2648, 2009.
2008
Simeone, P., R. P. W. Duin, D. M. J. Tax, and F. Tortorella, "A Fast Approach to Improve Classification Performance of ECOC Classification Systems", Structural, Syntactic, and Statistical Pattern Recognition, Proc. SSSPR2008 (Orlando, Florida, USA, 4-6 Dec 2008), no. 5342, Berlin, Springer Verlag, pp. 459-468, 2008.
Tax, D. M. J., and R. P. W. Duin, "Learning curves for the analysis of multiple instance classifiers", Structural, Syntactic, and Statistical Pattern Recognition, Proc. SSSPR2008 (Orlando, Florida, USA, 4-6 Dec 2008), no. 5342, Berlin, Springer Verlag, pp. 724-733, 2008.