Despite their practical success, a theoretical understanding of the loss...
Sparsity is a ubiquitous feature of many real world signals such as natu...
In this paper, we consider linear state-space models with compressible
i...
We consider the problem of estimating the parameters of a linear univari...
We consider the problem of estimating self-exciting generalized linear m...