Online course materials (2011 archive)
Lecture slides (2010 Archive)
(will be posted after each lecture)
- Lecture 1
- Lecture 2
- Lecture 3
- Lecture 4
- Lecture 5
- Lecture 6
- Lecture 7
- Lecture 8
- Lecture 9
- Lecture 10
- Lecture 11
- Lecture 12
- Lecture 13
- Lecture 14
- Lecture 15
- Lecture 16
- Lecture 17
- Lecture 18
Other resources:
List of potential papers for presentation:
- Statistical inference for noisy nonlinear ecological dynamic systems. SN Wood, Nature, 2010
- The spread of obesity in a large social network over 32 years. NA Christakis and JH Fowler, New England Journal of Medicine, 2007
- Nonlinear dimensionality reduction by locally linear embedding. ST Roweis, LK Saul, Science, 2000
- A Bayesian approach to filtering junk e-mail. M. Sahami et al., Learning for Text Categorization, 1998
- Regression shrinkage and selection via the lasso. R Tibshirani, Journal of the Royal Statistical Society. Series B, 1996
- Bayesian integration in sensorimotor learning. KP Körding and DM Wolpert, Nature, 2004
- A Bayesian approach to unsupervised one-shot learning of object categories. L Fei-Fei, R Fergus, P Perona, Ninth IEEE International Conference on Computer Vision (ICCV'03), 2003
- Learning Object Categories from Google's Image Search. R Fergus, L Fei-Fei, P Perona, A Zisserman, Tenth IEEE International Conference on Computer Vision (ICCV'05), 2005
- Bayesian ranking of biochemical system models. V Vyshemirsky and MA Girolami, Bioinformatics, 2008
- Phylogenetic inference using whole genomes. B Rannala and Z Yang, Annual Review of Genomics and Human Genetics, 2008
- Greenhouse-gas emission targets for limiting global warming to 2 C M Meinshausen et al. Nature, 2009
- Causal protein-signaling networks derived from multiparameter single-cell data. K Sachs et al., Science, 2005
- Sample selection bias as a specification error. JJ Heckman, Econometrica, 1979
MATLAB
FILES
Matrices
- An introduction to matrix derivatives
- A useful matrix "cheat sheet" (from Sam Roweis, Toronto)