We formulate linear dimensionality reduction as a semi-parametric estimation problem, enabling us to study its asymptotic behavior. We generalize the problem beyond additive Gauss...
We prove completeness results for twenty-three problems in semilinear geometry. These results involve semilinear sets given by additive circuits as input data. If arbitrary real co...
— The development of applications that target dynamic networks often adresses the same difficulties. Since the underlying network topology is unstable, the application has to ha...
jr.sagepub.com/cgi/content/abstract/25/12/1287 The online version of this article can be found at: Published by: http://www.sagepublications.com On behalf of: Multimedia Archives c...
Carl Wellington, Aaron C. Courville, Anthony Stent...
—We consider distributed estimation of the inverse covariance matrix in Gaussian graphical models. These models factorize the multivariate distribution and allow for efficient d...