Papers
Add here papers that are candidates for discussion. It the paper is copyrighted or under review, do not post it here, this is a public page. You may upload the paper to Google docs and share it with the group of people you want to share it with. Then you can create a link from this page and/or the home page.
Causal inference and the data-fusion problem — E. Bareinboim, J. Pearl. Proceedings of the National Academy of Sciences, v. 113 (27), pp. 7345-7352, 2016.
Causality in time series — Draft CiML book for May 24 reading
Counterfactual Reasoning and Learning Systems: The Example of Computational Advertising — Bottou et al 2013
Eberhaedt JMLR 2011 — Learning Linear Cyclic Causal Models with Latent Variables
Eberhardt AISTATS 2010 — Combining Experiments to Discover Linear Cyclic Models with Latent Variables
Guyon paper for March 22 discussion — A practical guide to model selection
Hands on pattern recognition — The book including the results of the performance prediction challenge, the model selection game, and the ALvsPK challenge
Information-geometric approach to inferring causal directions — Paper of Dominik Janzing et al for May 16, 2013
jensen-cohen_ML98 — Multiple Comparisons in Induction Algorithms
No Unbiased Estimator of the Variance of K-Fold Cross-Validation — Bengio paper for March 22 discussion
Statnikov_bioinfo2005 — A comprehensive evaluation of multicategory classification methods for microarray gene expression cancer diagnosis
using all possible training/test splits IIRC — Suggested reading of Gavin re: March 22 discussion