We also assess the rate of convergence of the OFO algorithm in a pure online learning setup.3
 The online learner A in OFO was implemented in different ways, using Logistic Regression (LOGREG), the classical Perceptron algorithm (PERCEPTRON) [13] and an online linear SVM called PEGASOS [14].