• Stochastic Gradient Descent with Only One Projection 

      Jin, Rong (Georgia Institute of Technology, 2012-09-28)
      Although many variants of stochastic gradient descent have been proposed for large-scale convex optimization, most of them require projecting the solution at {\it each} iteration to ensure that the obtained solution stays ...