Keywords: combinatorial inference, .
Infering the topological and geometrical properties of high dimensional nonparametric graphical models.
Keywords: dynamic regularization.
Learning the nonparametric representation of the data using stochastic and algorithmic regularization.
Keywords: model based optimization.
A model based approach to explore the interactions between informational and computational complexity.
Keywords: genomics, neuroimage, financial time series, and social media.
Post-regularization or post-selection inference with controlled false discovery rate. Extracting commonality from massive amounts of hetergenous datasets