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Add asynchronous regional regression model #42

Merged
merged 9 commits into from
Jan 15, 2021
Merged

Add asynchronous regional regression model #42

merged 9 commits into from
Jan 15, 2021

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jhamman
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@jhamman jhamman commented Sep 18, 2020

This PR adds the asynchronous regional regression model to the pointwise models from Stoner et 2012.

The first commit only includes the piecewise linear regression and ARRM breakpoint components. I'll follow up soon with the rest of the model.

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@@ -270,7 +270,7 @@
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\n",
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Whoops! Didn't mean to commit this.

@jhamman jhamman marked this pull request as ready for review January 14, 2021 23:21
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Mainly just adding comments/explanation. One or two potential code changes.

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@jhamman jhamman merged commit 779fa50 into master Jan 15, 2021
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