My array is
x <- array(1:24, dim=c(3,4,3))
My task 1 is to find the max value according to the first two dimensions
x.max <- apply(x,c(1,2), function(x) ifelse(all(is.na(x)), NA, max(x, na.rm = TRUE)))
in case there is NA data my task 2 is to find the max value position on the third dimension. I tried
x.max.position = apply(x, c(1,2),which.max(x))
But this only give me the position on the fist two dimensions.
Can anyone help me?
It's not totally clear, but if you want to find the max
for each matrix of the third dimension (is that even a technically right thing to say?), then you need to use apply
across the third dimension. The argument margin
under ?apply
states that:
a vector giving the subscripts which the function will be applied over. E.g., for a matrix 1 indicates rows, 2 indicates columns, c(1, 2) indicates rows and columns.
So for this example where you have a 3D array, 3
is the third dimension. So...
t( apply( x , 3 , function(x) which( x == max(x) , arr.ind = TRUE ) ) )
[,1] [,2]
[1,] 3 4
[2,] 3 4
[3,] 3 4
Which returns a matrix where each row contains the row and then column index of the max value of each 2D array/matrix of the third dimension.
If you want the max
across all dimensions you can use which
and the arr.ind
argument like this:
which( x==max(x,na.rm=T) , arr.ind = T )
dim1 dim2 dim3
[1,] 3 4 2
Which tells us the max
value is the third row, fourth column, second matrix.
To find the position at dim 3 where where values on dim 1 and 2 are max try:
which.max( apply( x , 3 , max ) )
# [1] 2
Which tells us that at position 2 of the third dimension contains the maximal value.
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