nLab Jean-Philippe Vert

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Selected writings

On kernel methods in machine learning:

• Julien Mairal, Jean-Philippe Vert, Machine Learning with Kernel Methods, lecture notes 2017 (webpage, pdf, pdf)

Proof that the Mallows kernel and Kendall kernel are positive definite:

• Yunlong Jiao, Jean-Philippe Vert, The Kendall and Mallows Kernels for Permutations, IEEE Transactions on Pattern Analysis and Machine Intelligence, vol. 40, no. 7, pp. 1755-1769, 1 July 2018 (doi:10.1109/TPAMI.2017.2719680, hal:01279273)

Discussion of weighted variants:

• Yunlong Jiao, Jean-Philippe Vert, The Weighted Kendall and High-order Kernels for Permutations, Proceedings of the 35th International Conference on Machine Learning, PMLR 80:2314-2322, 2018 (arXiv:1802.08526, mlr:v80/jiao18a, hal:hal-01717385)

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