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2018


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When do random forests fail?

Tang, C., Garreau, D., von Luxburg, U.

In Proceedings Neural Information Processing Systems, Neural Information Processing Systems (NIPS 2018) , December 2018 (inproceedings)

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Project Page [BibTex]

2018


Project Page [BibTex]


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Comparison-Based Random Forests

Haghiri, S., Garreau, D., Luxburg, U. V.

International Conference on Machine learning (ICML), 2018 (conference)

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link (url) [BibTex]

link (url) [BibTex]


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Design and Analysis of the NIPS 2016 Review Process

Shah*, N., Tabibian*, B., Muandet, K., Guyon, I., von Luxburg, U.

Journal of Machine Learning Research, 19(49):1-34, 2018, *equal contribution (article)

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arXiv link (url) [BibTex]

arXiv link (url) [BibTex]


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Foundations of Comparison-Based Hierarchical Clustering

Ghoshdastidar, D., Perrot, M., von Luxburg, U.

2018, arXiv preprint (arXiv:1811.00928) (article)

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Project Page [BibTex]

Project Page [BibTex]


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Measures of distortion for machine learning

Vankadara, L., von Luxburg, U.

In Proceedings Neural Information Processing Systems, Neural Information Processing Systems (NIPS 2018) , 2018 (inproceedings)

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Project Page [BibTex]

Project Page [BibTex]


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Practical Methods for Graph Two-Sample Testing

Ghoshdastidar, D., von Luxburg, U.

In Proceedings Neural Information Processing Systems, Neural Information Processing Systems (NIPS 2018) , 2018 (inproceedings)

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Project Page [BibTex]

Project Page [BibTex]


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Boosting for Comparison-Based Learning

Perrot, M., von Luxburg, U.

2018, arXiv preprint (arXiv:1810.13333) (article)

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Project Page [BibTex]

Project Page [BibTex]

2017


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Comparison-based nearest neighbor search

Haghiri, S., Ghoshdastidar, D., von Luxburg, U.

In Artificial Intelligence and Statistics, Artificial Intelligence and Statistics (AISTATS), 2017 (inproceedings)

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Project Page [BibTex]

2017


Project Page [BibTex]


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Kernel functions based on triplet comparisons

Kleindessner, M., von Luxburg, U.

In Proceedings Neural Information Processing Systems, Neural Information Processing Systems (NIPS), 2017 (inproceedings)

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Project Page [BibTex]

Project Page [BibTex]


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Lens Depth Function and k-Relative Neighborhood Graph: Versatile Tools for Ordinal Data Analysis

Kleindessner, M., von Luxburg, U.

Journal of Machine Learning Research (JMLR), Journal of Machine Learning Research, 18, 2017 (article)

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Project Page [BibTex]

Project Page [BibTex]


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Two-sample tests for large random graphs using network statistics

Ghoshdastidar, D., Gutzeit, M., Carpentier, A., von Luxburg, U.

In Conference on Computational Learning Theory (COLT), Conference on Computational Learning Theory (COLT), 2017 (inproceedings)

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Project Page [BibTex]

Project Page [BibTex]


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Two-sample Hypothesis Testing for Inhomogeneous Random Graphs

Ghoshdastidar, D., Gutzeit, M., Carpentier, A., von Luxburg, U.

arXiv preprint (arXiv:1707.00833) (article)

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Project Page [BibTex]


Project Page [BibTex]