I will be speaking about the ‘Bayesian Learning of Sparse Classifiers’. I will also discuss the related concept of Relevance Vector Machine (RVM) and its advantages (and disadvantages) over the Support Vector Machine (SVM). The references are:
M. A. Figueiredo, A. K. Jain, “Bayesian Learning of Sparse Classifiers,” IEEE CVPR, Hawaii 2001. Paper.
M. E. Tipping, “The Relevance Vector Machine,” NIPS, San Mateo, 2000. Paper.