CSAIL Digital Archive: Recent submissions

Now showing items 64-66 of 807

    • Modeling Network User Behavior: Various Approaches 

      Xu, Shidan (2016-06-28)
      This project involves learning to predict users' mobility within the network topology. Topological mobility, as opposed to physical mobility, can be substantial as a user switches from LTE to wifi network, while moving ...

    • Towards Practical Theory: Bayesian Optimization and Optimal Exploration 

      Kawaguchi, Kenji (2016-05-26)
      This thesis discusses novel principles to improve the theoretical analyses of a class of methods, aiming to provide theoretically driven yet practically useful methods. The thesis focuses on a class of methods, called ...

    • Deep Learning without Poor Local Minima 

      Kawaguchi, Kenji (2016-05-23)
      In this paper, we prove a conjecture published in 1989 and also partially address an open problem announced at the Conference on Learning Theory (COLT) 2015. For an expected loss function of a deep nonlinear neural network, ...