This list is intended to introduce some of the tools of Bayesian statistics and machine learning that can be useful to computational research in cognitive science.
Deep Learning has revolutionised Pattern Recognition and Machine Learning. It is about credit assignment in adaptive systems with long chains of potentially causal links between actions and consequences.
N. Tintarev, and J. Masthoff. Proceedings of the 2007 IEEE 23rd International Conference on Data Engineering Workshop, page 801--810. Washington, DC, USA, IEEE Computer Society, (2007)
M. Yuen, L. Chen, and I. King. Proceedings of the International Conference on Computational Science and Engineering, CSE '09, 4, page 723--728. (August 2009)