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Detecting a Piecewise, Noisy, Linear Signal, with Constant Slope and Changing Y-Intercepts

I am trying to algorithmically detect a 2D linear signal under some noisy data. It is almost a textbook candidate for Robust Linear Regression, except for the fact that, while the slope remains ...
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