Comparison of SVM Optimization Techniques in the Primal
  This paper examines the efficacy of different optimization techniques in a primal formulation of a support vector machine (SVM). Three main techniques are compared. The dataset used to compare all three techniques was the Sentiment Analysis on Movie Reviews dataset, from kaggle.com. 
Jonathan Katzman and Diane Duros
cs.LG