Epsilon focusing--A strategy for active example selection

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 choose 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.