
All
handouts are available in PDF format. To
read .pdf files you need Adobe's Acroread.
Course handouts:
 Course Organization .html.
 Course Survey: .pdf.
Lectures:
 Underdetermined systems of equations and compressed
sensing .pdf.
 Characterization of minimum L1 solutions .pdf.
 Probabilistic approach to compressed sensing .pdf.
 Incoherent sampling theorem .pdf.
 Matrix completion .pdf.
 Deterministic approach to compressed sensing .pdf.
 Sparse regression .pdf.
 Reweighted L1 minimization .pdf.
 Optimality of compressed sensing .pdf.
 Nesterov's method for smooth unconstrained optimization .pdf.
 Projected gradient methods .pdf.
 Nesterov's method for minimizing composite functions .pdf.
 Methods for the minimization of nonsmooth functions: templates
for convex cone programs .pdf. Check paper and software here.
 Compressed sensing for magnetic resonance imaging .pdf.

