52 citations · 86 across the 9 of their papers we have counts for
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math.ST2012★ 18 cited
Surrogate Losses in Passive and Active Learning
Steve Hanneke, Liu Yang
Active learning is a type of sequential design for supervised machine learning, in which the learning algorithm sequentially requests the labels of selected instances from a large…
cs.LG2012★ 52 cited
Bayesian Active Distance Metric Learning
Liu Yang, Rong Jin, Rahul Sukthankar
Distance metric learning is an important component for many tasks, such as statistical classification and content-based image retrieval. Existing approaches for learning distance m…