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Suggestions for updates to spatial modeling section
In the last years, some developments happened in the field of spatial ML.
I see in #567 you are already aware that {mlr} has been deprecated.
Besides this, spatial CV has evolved into spatiotemporal CV. With respect to the mlr framework, the new kid on the block is {mlr3spatiotempcv}. We are in the process of writing a JSS paper currently.
Next, there is also the {spatialsample} for people who prefer the tidyverse framework.
I am wondering if @jannes-m has motivation and time to update this section, given that he was the initial author.
Speaking of myself, I am busy with writing the {mlr3spatiotempcv} paper and getting my PhD done. I could certainly do a review of a potential rewrite but do not have capacities as an author right now.
Thanks for your work on this!
It's exciting to see progress on these new frameworks that, from a glance, seem to offer multiple benefits to users. Definitely keen to include this stuff, especially mlr3spatiotempcv
(which I understand is basically a direct replacement of the code currently in Section 11.5: https://geocompr.robinlovelace.net/spatial-cv.html#intro-cv
Look forward to hearing back from you and Jannes on this, thanks for raising this as a standalone issue as you say linked to #567
Thanks for pointing this out again, @pat-s! It is certainly on the to-do list, and I just have to find some time to update the corresponding chapters. I will have to plan how I can put at least a few hours work a week in updating the chapters to guarantee at least a steady albeit slow progress. In any case, it is great to have you @pat as a reviewer, thanks a lot in advance!