Robust Fit LAR - How does it work?

2015 7 30
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Hello everyone,
I've been searching the internet for ways to improve the robustness of the method of least squares. I found something in MATLAB called LAR (Least Absolute Residual). Can someone explain to me how it works?
Thank You

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