Publications

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In Press
Pei W, Baltrusaitis T, Tax DMJ, Morency L-P. Temporal Attention-Gated Model for Robust Sequence Classification. In: CVPR: IEEE Conference on Computer Vision and Pattern Recognition. CVPR: IEEE Conference on Computer Vision and Pattern Recognition.; In Press. Available at: https://arxiv.org/pdf/1612.00385.pdf.
2016
Kekeç T, Tax DMJ. Robust Gram Embeddings. In: Proceedings of the 2016 Conference on Empirical Methods in Natural Language Processing, EMNLP 2016. Proceedings of the 2016 Conference on Empirical Methods in Natural Language Processing, EMNLP 2016. Austin, Texas, USA; 2016. Available at: https://www.aclweb.org/anthology/D16-1113.
Yang Y, Loog M. Active Learning Using Uncertainty Information. In: 23rd International Conference on Pattern Recognition. 23rd International Conference on Pattern Recognition. Cancún, México; 2016. Download: Active Learning Using Uncertainty Information.pdf (311.2 KB)
Cheplygina V, van Opbroek A, Ikram MA, Vernooij MW, de Bruijne M. Asymmetric similarity-weighted ensembles for image segmentation. In: International Symposium on Biomedical Imaging (ISBI). International Symposium on Biomedical Imaging (ISBI).; 2016:273–277.
Cheplygina V, Perez-Rovira A, Kuo W, Tiddens H, de Bruijne M. Early experiences with crowdsourcing airway annotations in chest CT. In: Large-scale Annotation of Biomedical Data (MICCAI LABELS). Large-scale Annotation of Biomedical Data (MICCAI LABELS).; 2016:209–218.
Tax DMJ, Cheplygina V, Duin RPW, van de Poll J. The Similarity between Dissimilarities. In: Structural, Syntactic, and Statistical Pattern Recognition (S+SSPR). Structural, Syntactic, and Statistical Pattern Recognition (S+SSPR).; 2016:84-94.
2015
Cheplygina V, Tax DMJ. Characterizing multiple instance datasets. In: Similarity-Based Pattern Recognition (SIMBAD). Similarity-Based Pattern Recognition (SIMBAD).; 2015:15–27.
Hernández-Durán M, Cheplygina V, Calana YP. Dissimilarity representations for low-resolution face recognition. In: Similarity-Based Pattern Recognition (SIMBAD). Similarity-Based Pattern Recognition (SIMBAD).; 2015:70–83.
Cheplygina V, Sørensen L, Tax DMJ, de Bruijne M, Loog M. Label stability in multiple instance learning. In: Medical Image Computing and Computer Assisted Interventions (MICCAI). Medical Image Computing and Computer Assisted Interventions (MICCAI).; 2015:539–546.
2014
Cheplygina V, Sørensen L, Tax DMJ, et al. Classification of COPD with multiple instance learning. In: International Conference on Pattern Recognition. International Conference on Pattern Recognition.; 2014:1508-1513. Download: cheplygina2014classification.pdf (272.21 KB)
Cheplygina V, Tax DMJ, Loog M, Feragen A. Network Guided Group Feature Selection for Classification of Autism Spectrum Disorder. In: Machine Learning in Medical Imaging. Machine Learning in Medical Imaging.; 2014:190-197. Download: cheplygina2014network.pdf (270.76 KB)
2013
Cheplygina V, Tax DMJ, Loog M. Combining instance information to classify bags. In: Multiple Classifier Systems. Multiple Classifier Systems.; 2013:13-24. Download: paper16_cameraready.pdf (664.03 KB)
van der Maaten L. Barnes-Hut-SNE. In: International Conference on Learning Representations. International Conference on Learning Representations.; 2013. Available at: http://arxiv.org/abs/1301.3342.
Lewis J, van der Maaten L, de Sa V. Divvy: Fast and Intuitive Exploratory Data Analysis. Journal of Machine Learning Research. 2013;14(Oct):3159-5163.