Person
Barbara Caputo
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Related publications (74)
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Scalable greedy algorithms for transfer learning
Barbara Caputo, Ilja Kuzborskij
In this paper we consider the binary transfer learning problem, focusing on how to select and combine sources from a large pool to yield a good performance on a target task. Constraining our scenario to real world, we do not assume the direct access to the ...
2017Transfer Learning through Greedy Subset Selection
Barbara Caputo, Ilja Kuzborskij
In this work we study the binary transfer learning problem involving 10^2 -10^3 sources. We focus on how to select sources from the large pool and how to combine them to yield a good performance on a target task. In particular, we consider the transfer lea ...
Idiap2015Transfer Learning Through Greedy Subset Selection
Barbara Caputo, Ilja Kuzborskij
We study the binary transfer learning problem, focusing on how to select sources from a large pool and how to combine them to yield a good performance on a target task. In particular, we consider the transfer learning setting where one does not have direct ...
Springer Int Publishing Ag2015