rpetit / BeurlingLasso.jl

Numerical solvers for the Beurling LASSO

BeurlingLasso.jl

Documentation	Build Status

Numerical solvers for the Beurling LASSO

Available algorithms

• Sliding Frank-Wolfe
• Lasserre hierarchies

Disclaimer

This package is under active development. Tests and documentation still have to be written.

References

[1] Q. Denoyelle, V. Duval, G. Peyré and E. Soubies, the sliding Frank-Wolfe algorithm and its application to super-resolution microscopy, Inverse Problems, 2019

[2] Y. De Castro, F. Gamboa, D. Henrion, J.-B. Lasserre, exact solutions to super-resolution on semi-algebraic domains in higher dimensions, IEEE Transactions on Information Theory, 2017

See also these repositories :

• qdenoyelle/sfw4blasso
• nboyd/SparseInverseProblems.jl
• JuliaOpt/SumOfSquares.jl