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|Title:||Epsilon focusing - A strategy for active example selection|
|Keywords:||Active example selection|
|Source:||Niyogi, P.,Sung, K.-K. (1998-05). Epsilon focusing - A strategy for active example selection. Knowledge-Based Systems 10 (7) : 441-447. ScholarBank@NUS Repository.|
|Abstract:||In most classical formulations of learning from examples, a passive learner is presented with examples randomly drawn. Here we discuss an ∈-focusing strategy that actively chooses examples for concept learning. We describe the local focused property that functions must have for such a strategy to work. Finally, we develop an example selection heuristic, motivated by ∈-focusing, for training a computer vision system to perform a human face detection task. © 1998 Elsevier Science B.V. All rights reserved.|
|Source Title:||Knowledge-Based Systems|
|Appears in Collections:||Staff Publications|
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