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)

##### Inference

##### Optimisation

##### Scaling

##### Machine learning

##### -- CharlesSutton - 07 Nov 2013

- Readings from Christian Robert's seminar on classic statistics papers could be fun!
- Asymptotic statistics --- van der Vaart
- Lasso, ARS, sparsity
- Approximate Bayesian Computation
- 9 Great Statistics papers published after 1970 from Rob Tibshirani: http://normaldeviate.wordpress.com/2012/12/21/guest-post-rob-tibshirani/
- Blog post on 5 most influential statistics papers of 2000-2010 with various people's suggestions: http://simplystatistics.org/2013/07/22/what-are-the-5-most-influential-statistics-papers-of-2000-2010/

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

- Variational Inference in Nonconjugate Models
- Nonparametric Bayes particle filtering

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

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

- Taskar stuff with DPPs

Topic revision: r2 - 05 Nov 2014 - 12:42:35 - CharlesSutton

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