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Multi-view analysis of unregistered medical images using cross-view transformers


Mar 21, 2021
Gijs van Tulder, Yao Tong, Elena Marchiori

* Submitted to MICCAI 2021 

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Skewed Laplace Spectral Mixture kernels for long-term forecasting in Gaussian process


Nov 08, 2020
Kai Chen, Twan van Laarhoven, Elena Marchiori

* 13 pages, 29 figures 

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Unsupervised Domain Adaptation using Graph Transduction Games


May 06, 2019
Sebastiano Vascon, Sinem Aslan, Alessandro Torcinovich, Twan van Laarhoven, Elena Marchiori, Marcello Pelillo

* Oral IJCNN 2019 

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Spectral Mixture Kernels with Time and Phase Delay Dependencies


Oct 14, 2018
Kai Chen, Perry Groot, Jinsong Chen, Elena Marchiori

* 15 pages, 23 figures 

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Multi-Output Convolution Spectral Mixture for Gaussian Processes


Oct 14, 2018
Kai Chen, Perry Groot, Jinsong Chen, Elena Marchiori

* 14 pages, 26 figures. arXiv admin note: text overlap with arXiv:1808.01132 

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Generalized Spectral Mixture Kernels for Multi-Task Gaussian Processes


Oct 14, 2018
Kai Chen, Perry Groot, Jinsong Chen, Elena Marchiori

* 17 pages, 33 figures. arXiv admin note: text overlap with arXiv:1808.02266 

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Vendor-independent soft tissue lesion detection using weakly supervised and unsupervised adversarial domain adaptation


Aug 14, 2018
Joris van Vugt, Elena Marchiori, Ritse Mann, Albert Gubern-Mérida, Nikita Moriakov, Jonas Teuwen

* Submitted to SPIE MI 2019 

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Spectral-spatial classification of hyperspectral images: three tricks and a new supervised learning setting


Jul 23, 2018
Jacopo Acquarelli, Elena Marchiori, Lutgarde M. C. Buydens, Thanh Tran, Twan van Laarhoven

* Remote Sensing 2018 

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Simple Domain Adaptation with Class Prediction Uncertainty Alignment


Apr 12, 2018
Jeroen Manders, Elena Marchiori, Twan van Laarhoven


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Domain Adaptation with Randomized Expectation Maximization


Mar 20, 2018
Twan van Laarhoven, Elena Marchiori


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Unsupervised Domain Adaptation with Random Walks on Target Labelings


Mar 20, 2018
Twan van Laarhoven, Elena Marchiori

* Source code to reproduce our experiments is available at https://github.com/twanvl/rwa-da 

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Deep Learning for Automatic Stereotypical Motor Movement Detection using Wearable Sensors in Autism Spectrum Disorders


Sep 14, 2017
Nastaran Mohammadian Rad, Seyed Mostafa Kia, Calogero Zarbo, Twan van Laarhoven, Giuseppe Jurman, Paola Venuti, Elena Marchiori, Cesare Furlanello


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Transfer Learning for Domain Adaptation in MRI: Application in Brain Lesion Segmentation


Feb 25, 2017
Mohsen Ghafoorian, Alireza Mehrtash, Tina Kapur, Nico Karssemeijer, Elena Marchiori, Mehran Pesteie, Charles R. G. Guttmann, Frank-Erik de Leeuw, Clare M. Tempany, Bram van Ginneken, Andriy Fedorov, Purang Abolmaesumi, Bram Platel, William M. Wells III

* Medical Image Computing and Computer-Assisted Intervention 2017, Vol 10435, 516-524 
* 8 pages, 3 figures 

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Location Sensitive Deep Convolutional Neural Networks for Segmentation of White Matter Hyperintensities


Oct 29, 2016
Mohsen Ghafoorian, Nico Karssemeijer, Tom Heskes, Inge van Uden, Clara Sanchez, Geert Litjens, Frank-Erik de Leeuw, Bram van Ginneken, Elena Marchiori, Bram Platel

* 13 pages, 8 figures 

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Deep Multi-scale Location-aware 3D Convolutional Neural Networks for Automated Detection of Lacunes of Presumed Vascular Origin


Oct 29, 2016
Mohsen Ghafoorian, Nico Karssemeijer, Tom Heskes, Mayra Bergkamp, Joost Wissink, Jiri Obels, Karlijn Keizer, Frank-Erik de Leeuw, Bram van Ginneken, Elena Marchiori, Bram Platel

* Neuroimage Clin 14 (2017) 391-399 
* 11 pages, 7 figures 

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Local Network Community Detection with Continuous Optimization of Conductance and Weighted Kernel K-Means


Aug 17, 2016
Twan van Laarhoven, Elena Marchiori


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Axioms for graph clustering quality functions


Jul 22, 2014
Twan van Laarhoven, Elena Marchiori

* Journal of Machine Learning Research, 15(Jan):193-215, 2014 
* 23 pages. Full text and sources available on: http://www.cs.ru.nl/~T.vanLaarhoven/graph-clustering-axioms-2014/ 

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Resolution-limit-free and local Non-negative Matrix Factorization quality functions for graph clustering


Jul 22, 2014
Twan van Laarhoven, Elena Marchiori


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