177 citations · 519 across the 32 of their papers we have counts for
Showing 2012Show all
2 papers · 1 filter
cs.LG2012★ 4 cited
Active Learning with Distributional Estimates
Jens Roeder, Boaz Nadler, Kevin Kunzmann +1
Active Learning (AL) is increasingly important in a broad range of applications. Two main AL principles to obtain accurate classification with few labeled data are refinement of th…
cs.LG2012★ 23 cited
Structured Learning from Partial Annotations
Xinghua Lou, Fred Hamprecht
Structured learning is appropriate when predicting structured outputs such as trees, graphs, or sequences. Most prior work requires the training set to consist of complete trees, g…