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bnaras avatar bnaras commented on August 27, 2024

The solvers all deal with doubles and so anything ~1e-15 is effectively zero. So you can set a zero threshold and force the solution components that are this small in absolute value to be zero upon return from CVXR.

But the larger point is that this is solver behavior. Some solvers like glmnet use active sets, where the coefficients for variables not in the active set are directly set to zero. Other solvers, of course, work differently.

The natural follow-up is then: can a solver like glmnet be used with CVXR? Yes, in the experiments we have done. But no promises yet.

from cvxr.

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