Suppose I have the following equations:
x + 2y + 3z = 20
2x + 5y + 9z = 100
5x + 7y + 8z = 200
How do I solve these equations for
For clarity, I modified the way the matrices were constructed in the previous answer.
a <- rbind(c(1, 2, 3),
c(2, 5, 9),
c(5, 7, 8))
b <- c(20, 100, 200)
solve(a, b)
In case we need to display fractions:
library(MASS)
fractions(solve(a, b))
This should work
A <- matrix(data=c(1, 2, 3, 2, 5, 9, 5, 7, 8), nrow=3, ncol=3, byrow=TRUE)
b <- matrix(data=c(20, 100, 200), nrow=3, ncol=1, byrow=FALSE)
round(solve(A, b), 3)
[,1]
[1,] 320
[2,] -360
[3,] 140
Another approach is to model the equations using lm
as follows:
lm(b ~ . + 0,
data = data.frame(x = c(1, 2, 5),
y = c(2, 5, 7),
z = c(3, 9, 8),
b = c(20, 100, 200)))
which produces
Coefficients:
x y z
320 -360 140
If you use the tibble
package you can even make it read just like the original equations:
lm(b ~ . + 0,
tibble::tribble(
~x, ~y, ~z, ~b,
1, 2, 3, 20,
2, 5, 9, 100,
5, 7, 8, 200))
which produces the same output.
A <- matrix(data=c(1, 2, 3, 2, 5, 9, 5, 7, 8),nrow=3,ncol=3,byrow=TRUE)
b <- matrix(data=c(20, 100, 200),nrow=3,ncol=1,byrow=FALSE)
solve(A)%*% b
Note that this is a square matrix!