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authorOleksii Kachaiev <kachayev@gmail.com>2023-05-03 10:36:09 +0200
committerGitHub <noreply@github.com>2023-05-03 10:36:09 +0200
commit2aeb591be6b19a93f187516495ed15f1a47be925 (patch)
tree9a6f759856a3f6b2d7c6db3514927ba3e5af10b5 /README.md
parent8a7035bdaa5bb164d1c16febbd83650d1fb6d393 (diff)
[DOC] Corrected spelling errors (#467)
* Fix typos in docstrings and examples * A few more fixes * Fix ref for `center_ot_dual` function * Another typo * Fix titles formatting * Explicit empty line after math blocks * Typo: asymmetric * Fix code cell formatting for 1D barycenters * Empirical * Fix indentation for references * Fixed all WARNINGs about title formatting * Fix empty lines after math blocks * Fix whitespace line * Update changelog * Consistent Gromov-Wasserstein * More Gromov-Wasserstein consistency --------- Co-authored-by: Rémi Flamary <remi.flamary@gmail.com>
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@@ -212,7 +212,7 @@ You can also post bug reports and feature requests in Github issues. Make sure t
[3] Benamou, J. D., Carlier, G., Cuturi, M., Nenna, L., & Peyré, G. (2015). [Iterative Bregman projections for regularized transportation problems](https://arxiv.org/pdf/1412.5154.pdf). SIAM Journal on Scientific Computing, 37(2), A1111-A1138.
-[4] S. Nakhostin, N. Courty, R. Flamary, D. Tuia, T. Corpetti, [Supervised planetary unmixing with optimal transport](https://hal.archives-ouvertes.fr/hal-01377236/document), Whorkshop on Hyperspectral Image and Signal Processing : Evolution in Remote Sensing (WHISPERS), 2016.
+[4] S. Nakhostin, N. Courty, R. Flamary, D. Tuia, T. Corpetti, [Supervised planetary unmixing with optimal transport](https://hal.archives-ouvertes.fr/hal-01377236/document), Workshop on Hyperspectral Image and Signal Processing : Evolution in Remote Sensing (WHISPERS), 2016.
[5] N. Courty; R. Flamary; D. Tuia; A. Rakotomamonjy, [Optimal Transport for Domain Adaptation](https://arxiv.org/pdf/1507.00504.pdf), in IEEE Transactions on Pattern Analysis and Machine Intelligence , vol.PP, no.99, pp.1-1
@@ -250,7 +250,7 @@ You can also post bug reports and feature requests in Github issues. Make sure t
[22] J. Altschuler, J.Weed, P. Rigollet, (2017) [Near-linear time approximation algorithms for optimal transport via Sinkhorn iteration](https://papers.nips.cc/paper/6792-near-linear-time-approximation-algorithms-for-optimal-transport-via-sinkhorn-iteration.pdf), Advances in Neural Information Processing Systems (NIPS) 31
-[23] Aude, G., Peyré, G., Cuturi, M., [Learning Generative Models with Sinkhorn Divergences](https://arxiv.org/abs/1706.00292), Proceedings of the Twenty-First International Conference on Artficial Intelligence and Statistics, (AISTATS) 21, 2018
+[23] Aude, G., Peyré, G., Cuturi, M., [Learning Generative Models with Sinkhorn Divergences](https://arxiv.org/abs/1706.00292), Proceedings of the Twenty-First International Conference on Artificial Intelligence and Statistics, (AISTATS) 21, 2018
[24] Vayer, T., Chapel, L., Flamary, R., Tavenard, R. and Courty, N. (2019). [Optimal Transport for structured data with application on graphs](http://proceedings.mlr.press/v97/titouan19a.html) Proceedings of the 36th International Conference on Machine Learning (ICML).