408 citations · 492 across the 14 of their papers we have counts for
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stat.ML2014★ 1 cited
When does Active Learning Work?
Lewis Evans, Niall M. Adams, Christoforos Anagnostopoulos
Active Learning (AL) methods seek to improve classifier performance when labels are expensive or scarce. We consider two central questions: Where does AL work? How much does it hel…
stat.ML2014
Targeting Optimal Active Learning via Example Quality
Lewis P. G. Evans, Niall M. Adams, Christoforos Anagnostopoulos
In many classification problems unlabelled data is abundant and a subset can be chosen for labelling. This defines the context of active learning (AL), where methods systematically…