I have a vector given and want to transform it into a certain block matrix. Consider this simple example:
k <- c(1,2,3)
a <- rep(apply(expand.grid(k, k), 1, prod), each=3)
a
[1] 1 1 1 2 2 2 3 3 3 2 2 2 4 4 4 6 6 6 3 3 3 6 6 6 9 9 9
This vector should be aligned in a block matrix of the form:
rbind(
cbind(diag(a[1:3]), diag(a[4:6]), diag(a[7:9])),
cbind(diag(a[10:12]), diag(a[13:15]), diag(a[16:18]) ),
cbind(diag(a[19:21]), diag(a[22:24]), diag(a[25:27]) )
)
[,1] [,2] [,3] [,4] [,5] [,6] [,7] [,8] [,9]
[1,] 1 0 0 2 0 0 3 0 0
[2,] 0 1 0 0 2 0 0 3 0
[3,] 0 0 1 0 0 2 0 0 3
[4,] 2 0 0 4 0 0 6 0 0
[5,] 0 2 0 0 4 0 0 6 0
[6,] 0 0 2 0 0 4 0 0 6
[7,] 3 0 0 6 0 0 9 0 0
[8,] 0 3 0 0 6 0 0 9 0
[9,] 0 0 3 0 0 6 0 0 9
Now this is of course a small and simple example and I would like to do this for much larger vectors/matrices. Thus my question: Is there a general way to align a vector in a block matrix of certain form (without looping)?
Instead of manually doing the split, we can use %/%
k <- 3
lst <- split(a, (seq_along(a)-1)%/%k + 1)
do.call(rbind, lapply(split(lst, (seq_along(lst)-1) %/% k + 1),
function(x) do.call(cbind, lapply(x, function(y) diag(y)))))
# [,1] [,2] [,3] [,4] [,5] [,6] [,7] [,8] [,9]
# [1,] 1 0 0 2 0 0 3 0 0
# [2,] 0 1 0 0 2 0 0 3 0
# [3,] 0 0 1 0 0 2 0 0 3
# [4,] 2 0 0 4 0 0 6 0 0
# [5,] 0 2 0 0 4 0 0 6 0
# [6,] 0 0 2 0 0 4 0 0 6
# [7,] 3 0 0 6 0 0 9 0 0
# [8,] 0 3 0 0 6 0 0 9 0
# [9,] 0 0 3 0 0 6 0 0 9
An alternative using the Kronecker product on a slightly different vector is as follows.
# create initial vector
aNew <- rep(1:3, 3) * rep(1:3, each=3)
aNew
[1] 1 2 3 2 4 6 3 6 9
Note that aNew is the unique values of the vector a in the same order, that is, it is equivalent to unique(a)
. Convert aNew into a 3X3 matrix and then perform the Kronecker product against it and the 3X3 identity matrix.
matrix(aNew, 3, 3) %x% diag(3)
[,1] [,2] [,3] [,4] [,5] [,6] [,7] [,8] [,9]
[1,] 1 0 0 2 0 0 3 0 0
[2,] 0 1 0 0 2 0 0 3 0
[3,] 0 0 1 0 0 2 0 0 3
[4,] 2 0 0 4 0 0 6 0 0
[5,] 0 2 0 0 4 0 0 6 0
[6,] 0 0 2 0 0 4 0 0 6
[7,] 3 0 0 6 0 0 9 0 0
[8,] 0 3 0 0 6 0 0 9 0
[9,] 0 0 3 0 0 6 0 0 9
If you love us? You can donate to us via Paypal or buy me a coffee so we can maintain and grow! Thank you!
Donate Us With