Deep Multi-Instance Transfer Learning

11/12/2014

∙

by   Dimitrios Kotzias, et al.

∙

0

∙

share

We present a new approach for transferring knowledge from groups to individuals that comprise them. We evaluate our method in text, by inferring the ratings of individual sentences using full-review ratings. This approach, which combines ideas from transfer learning, deep learning and multi-instance learning, reduces the need for laborious human labelling of fine-grained data when abundant labels are available at the group level.