Publication: Optimal transport for domain adaptation
Optimal transport for domain adaptation
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Courty, N., Flamary, R., Tuia, D., & Rakotomamonjy, A. (2017). Optimal transport for domain adaptation. IEEE Transactions on Pattern Analysis and Machine Intelligence, 39(9), 1853–1865. https://doi.org/10.1109/TPAMI.2016.2615921
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Domain adaptation is one of the most challenging tasks of modern data analytics. If the adaptation is done correctly, models built on a specific data representation become more robust when confronted to data depicting the same classes, but described by another observation system. Among the many strategies proposed, finding domain-invariant representations has shown excellent properties, in particular since it allows to train a unique classifier effective in all domains. In this paper, we propose a regularized unsupervised optimal tran
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- Courty, Nicolas
- Flamary, Rémi
- Tuia, Devis
- Rakotomamonjy, Alain
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Courty, N., Flamary, R., Tuia, D., & Rakotomamonjy, A. (2017). Optimal transport for domain adaptation. IEEE Transactions on Pattern Analysis and Machine Intelligence, 39(9), 1853–1865. https://doi.org/10.1109/TPAMI.2016.2615921
