Infinite-Task Learning with RKHSs

Preprint English OPEN
Brault, Romain; Lambert, Alex; Szabó, Zoltán; Sangnier, Maxime; d'Alché-Buc, Florence;
(2018)
  • Subject: 46E22, 62G08, 65D15, 47B32 | Statistics - Machine Learning | Computer Science - Machine Learning | I.2.6
    arxiv: Computer Science::Machine Learning

Machine learning has witnessed tremendous success in solving tasks depending on a single hyperparameter. When considering simultaneously a finite number of tasks, multi-task learning enables one to account for the similarities of the tasks via appropriate regularizers. ... View more
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