LARS: efficient algorithm to solve lasso Least angle regression elastic net: in case of collinear dictionary atoms, it will pick collinear atoms together, or drop them together. Regularization and variable selection via the elastic net group lasso: in the extreme case, it behavors ...
(1) Hinton Geoffrey: http://www.cs.toronto.edu/~hinton/ father of RBM, it's him to make the RBM trainable in practice. (2) Andrew Ng: http://ai.stanford.edu/~ang/ Great professor and great speaker. His student helped to popularize the deep belief network (3) Honglak Lee: http://web.ee ...
Great work on high dimensional video sequence modelling using RBM.To read... Learning Multilevel Distributed Representations for High-Dimensional Sequences.Ilya Sutskever and Geoffrey Hinton
Useful resources on how to use RBM to handle attentional data: (1) Learning to combine foveal glimpses with a third-order Boltzmann machine. Hugo Larochelle and Geoffrey Hinton, Advances in Neural Information Processing Systems 23 , 2010 this is the first implemented system for co ...