I see the plots now. I wish they were numbers though with comparable scenarios in the sense that each parameter combination is “equivalent”. I cannot fully support the statement in the README that says:
It is important to note that
NearestNeighbors.jlwas designed to return the exact k-nearest-neighbors as quickly as possible, and does not approximate, hence the high accuracy and lower speed.
by just looking at the dots in the plot. Can we really compare the dots in the upper left to the dots in the right of the plot?
BTW It is wonderful to see speed! I am just trying to be “scientifically careful” with the conclusions because nearest neighbors is a really useful tool and I depend a lot on NearestNeighbors.jl in my own packages. If @djpasseyjr could show that there is a real advantage here, I could consider taking a more in-depth look into Shrike.jl to use it in future projects.