Does pad_raster introduce bias?
Closed this issue · 4 comments
Sometimes we need to add padding to a raster at the boundary of the landscapes. Following, the "old" row and column Ids 1 become row and column IDs 2 afterwards.
Could this introduce some problems? We always remove the padding I think at some point again (which should result in the original row/col numbers).
However, maybe we need to have a second look at this (but not on a Friday #yolo)
Hi @mhesselbarth, could you add a small example here? It would be easier to discuss the issue then.
> (mat <- matrix(c(1, 3, 3, 2, 1,
+ 2, 1, 3, 1, 2,
+ 2, 1, 1, 3, 2,
+ 3, 3, 2, 1, 1,
+ 2, 1, 1, 3, 3), nrow = 5, ncol = 5))
[,1] [,2] [,3] [,4] [,5]
[1,] 1 2 2 3 2
[2,] 3 1 1 3 1
[3,] 3 3 1 2 1
[4,] 2 1 3 1 3
[5,] 1 2 2 1 3
>
> mat[2, 4] # just picked an example cell
[1] 3
>
> (mat_padded <- pad_raster(mat)[[1]]) # pad raster
[,1] [,2] [,3] [,4] [,5] [,6] [,7]
[1,] -999 -999 -999 -999 -999 -999 -999
[2,] -999 1 2 2 3 2 -999
[3,] -999 3 1 1 3 1 -999
[4,] -999 3 3 1 2 1 -999
[5,] -999 2 1 3 1 3 -999
[6,] -999 1 2 2 1 3 -999
[7,] -999 -999 -999 -999 -999 -999 -999
>
> mat_padded[2, 4] # not the same cell anymore
[1] 2
>
> mat_padded[3, 5] # now mat[2, 4] is acutally here
[1] 3
Here a short example: Because of the padding, the row/col IDs change. The value in the original matrix at mat[2, 4]
is in mat_padded[3, 5]
after the padding (depending on how many rows/cols are added).
However, I'm not sure if this leads to any problems. I guess everything should be fine because we only look at the neighbourhood structure which doesn't change. But maybe worthwhile checking anyhow.
@mhesselbarth I cannot think right now of any problem that this could create... It is good that you've opened this issue though - maybe someone will find this issue in the future and make a case why it is wrong/ok.
I also thought about it a bit more but couldn't find any problems.
Please re-open if anything comes up.