639 citations · 2.9k across the 94 of their papers we have counts for
Showing 2016 · stat.MLShow all
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stat.ML2016★ 3 cited
Regret Bounds for Lifelong Learning
Pierre Alquier, The Tien Mai, Massimiliano Pontil
We consider the problem of transfer learning in an online setting. Different tasks are presented sequentially and processed by a within-task algorithm. We propose a lifelong learni…
stat.ML2016★ 2 cited
Bounds for Vector-Valued Function Estimation
Andreas Maurer, Massimiliano Pontil
We present a framework to derive risk bounds for vector-valued learning with a broad class of feature maps and loss functions. Multi-task learning and one-vs-all multi-category lea…