So I am too embarassed to ask this on stackoverflow. For the record, I do have the R manual and it says,
^ Exponentiation, binary
X1 <- c(1,0,1,4,2)
X2 <- c(0,1,1,2,4)
X <- as.matrix(data.frame(X1=X1,X2=X2))
(Product <- (t(X)%*% X))
# [1,7;7,1] matrix
The I can find the proper inverse of Product
by doing
solve(Product)
# X1 X2
# X1 1/7 -1/48
# X2 -1/48 1/7
However, what I found was if I raise the Product
to the -1 power, I get a different answer
Product ^ (-1)
# X1 X2
# X1 1/7 1
# X2 1 1/7
The behavior when you raise a matrix to a negative number is a little odd, can someone explain what the heck is going on? What is the "binary" operation of a power?
There finished my question. I hope an R expert out there can answer my very basic math question.
FJCC
January 28, 2023, 6:33am
3
When I run Product ^(-1), I get the element-wise inverse of Product.
X1 <- c(1,0,1,4,2)
X2 <- c(0,1,1,2,4)
X <- as.matrix(data.frame(X1=X1,X2=X2))
(Product <- (t(X)%*% X))
#> X1 X2
#> X1 22 17
#> X2 17 22
Product ^ (-1)
#> X1 X2
#> X1 0.04545455 0.05882353
#> X2 0.05882353 0.04545455
matrix(c(1/22, 1/17, 1/17, 1/22), nrow = 2)
#> [,1] [,2]
#> [1,] 0.04545455 0.05882353
#> [2,] 0.05882353 0.04545455
Created on 2023-01-27 with reprex v2.0.2
1 Like
16^-2
#> [1] 0.00390625
c(16,16)^-2
#> [1] 0.00390625 0.00390625
(matrix(rep(16,4), nrow = 4, ncol = 4))^-2
#> [,1] [,2] [,3] [,4]
#> [1,] 0.00390625 0.00390625 0.00390625 0.00390625
#> [2,] 0.00390625 0.00390625 0.00390625 0.00390625
#> [3,] 0.00390625 0.00390625 0.00390625 0.00390625
#> [4,] 0.00390625 0.00390625 0.00390625 0.00390625
# But that's wrong, use the reciprocal, instead
16^(1/2)
#> [1] 4
# But don't forget to use () to force evaluation of the reciprocal before exponentiation
16^1/2 # 16^1 = 16 / 8 = 8
#> [1] 8
c(16,16)^(1/2)
#> [1] 4 4
(matrix(rep(16,4), nrow = 4, ncol = 4))^(1/2)
#> [,1] [,2] [,3] [,4]
#> [1,] 4 4 4 4
#> [2,] 4 4 4 4
#> [3,] 4 4 4 4
#> [4,] 4 4 4 4
X1 <- c(1,0,1,4,2)
X2 <- c(0,1,1,2,4)
X <- as.matrix(data.frame(X1=X1,X2=X2))
Product <- (t(X)%*% X)
Product^-1
#> X1 X2
#> X1 0.04545455 0.05882353
#> X2 0.05882353 0.04545455
Product^(1/1) == Product
#> X1 X2
#> X1 TRUE TRUE
#> X2 TRUE TRUE
system
Closed
February 5, 2023, 5:48am
5
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