Here's a list of potential topics for CUP. Some of these I have copied from last year's list. Feel free to add others
Statistics

Nonparametrics (Bayesian and otherwise)

  • Bayesian nonparametric --- Nils Hjort edited book
  • All of nonparametric statistics
  • Gaussian processes
  • Something about with kernels

Inference

  • Variational Inference in Nonconjugate Models
  • Nonparametric Bayes particle filtering

Optimisation

  • Nesterov acceleration
  • ADMM (e.g., Foundations and Trends book)

Scaling

  • Papers on Vowpal Rabbit, Spark
  • Several streaming inference papers from this past NIPS

Machine learning

  • Taskar stuff with DPPs

-- CharlesSutton - 07 Nov 2013
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Topic revision: r1 - 19 Sep 2014 - 14:05:59 - CharlesSutton
 
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