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math.ST2019★ 9 cited
Universality in Learning from Linear Measurements
Ehsan Abbasi, Fariborz Salehi, Babak Hassibi
We study the problem of recovering a structured signal from independently and identically drawn linear measurements. A convex penalty function is considered which penali…
math.ST2015★ 90 cited
The LASSO with Non-linear Measurements is Equivalent to One With Linear Measurements
Chrtistos Thrampoulidis, Ehsan Abbasi, Babak Hassibi
Consider estimating an unknown, but structured, signal from measurement , where the 's are the rows of a known measurement matrix , and,…