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    • Analysis of Perceptron-Based Active Learning 

      Dasgupta, Sanjoy; Kalai, Adam Tauman; Monteleoni, Claire (2005-11-17)
      We start by showing that in an active learning setting, the Perceptron algorithm needs $\Omega(\frac{1}{\epsilon^2})$ labels to learn linear separators within generalization error $\epsilon$. We then present a simple ...