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  • David Kristjanson Duvenaud, James Robert Lloyd, Roger B. Grosse, Joshua B. Tenenbaum, Zoubin Ghahramani
  • Mathematics, Computer Science
  • ICML
  • 2013 (First Publication: 20 February 2013)
  • Despite its importance, choosing the structural form of the kernel in nonparametric regression remains a black art. We define a space of kernel structures which are built compositionally by addingExpand
  • James Robert Lloyd, David Kristjanson Duvenaud, Roger B. Grosse, Joshua B. Tenenbaum, Zoubin Ghahramani
  • Computer Science, Mathematics
  • AAAI
  • 2014 (First Publication: 18 February 2014)
  • This paper presents the beginnings of an automatic statistician, focusing on regression problems. Our system explores an open-ended space of statistical models to discover a good explanation of aExpand