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06/30/2015
Learning Single Index Models in High Dimensions
Single Index Models (SIMs) are simple yet flexible semi-parametric model...
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03/28/2015
Sparse Linear Regression With Missing Data
This paper proposes a fast and accurate method for sparse regression in ...
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07/23/2013
Online Optimization in Dynamic Environments
High-velocity streams of high-dimensional data pose significant "big dat...
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06/26/2013
Compressive Coded Aperture Keyed Exposure Imaging with Optical Flow Reconstruction
This paper describes a coded aperture and keyed exposure approach to com...
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01/07/2013