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12/31/2019
No Spurious Local Minima in Deep Quadratic Networks
Despite their practical success, a theoretical understanding of the loss...
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06/28/2018
Compressed Sensing Beyond the IID and Static Domains: Theory, Algorithms and Applications
Sparsity is a ubiquitous feature of many real world signals such as natu...
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10/20/2016
Efficient Estimation of Compressible State-Space Models with Application to Calcium Signal Deconvolution
In this paper, we consider linear state-space models with compressible i...
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05/04/2016
Sampling Requirements for Stable Autoregressive Estimation
We consider the problem of estimating the parameters of a linear univari...
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07/14/2015
