CSAIL Digital Archive: Recent submissions

Now showing items 211-213 of 807

    • Automatic Input Rectification 

      Long, Fan; Ganesh, Vijay; Carbin, Micheal; Sidiroglou, Stelios; Rinard, Martin (MIT CSAIL, 2011-10-03)
      We present a novel technique, automatic input rectification, and a prototype implementation called SOAP. SOAP learns a set of constraints characterizing typical inputs that an application is highly likely to process ...

    • Multi-Class Learning: Simplex Coding And Relaxation Error 

      Mroueh, Youssef; Poggio, Tomaso; Rosasco, Lorenzo; Slotine, Jean-Jacques E. (2011-09-27)
      We study multi-category classification in the framework of computational learning theory. We show how a relaxation approach, which is commonly used in binary classification, can be generalized to the multi-class setting. ...

    • Nonparametric Sparsity and Regularization 

      Mosci, Sofia; Rosasco, Lorenzo; Santoro, Matteo; Verri, Alessandro; Villa, Silvia (2011-09-26)
      In this work we are interested in the problems of supervised learning and variable selection when the input-output dependence is described by a nonlinear function depending on a few variables. Our goal is to consider a ...