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Description
I have implemented a line search method based on majorize-minimize (MM) principles for cost functions of the form
Here is an illustration of it for a smoothed version of the LASSO problem that is emblematic of the kind of applications in inverse problems and machine learning that motivated this work, with @benchmark
comparisons to most of the line search methods in this package:
https://jefffessler.github.io/MIRT.jl/dev/generated/examples/3-ls-mm/
My question here is whether such a (somewhat) specialized line search algorithm belongs here, or if you'd prefer to keep this package focused on general-purpose search methods. Up to you.
The code itself is here currently.