– Chandrahas M. Halai
Whenever any non-zero real number is multiplied by its inverse we get 1. Using a similar analogy we define an inverse of a matrix such that when the matrix is multiplied with its inverse we get an Identity matrix as the result.
Let A-1 denote the inverse matrix for the n x n square matrix A. Then, we have
But the question that arises now is how does one go about finding the inverse of a matrix?
If we transform the square matrix A into an Identity matrix by performing elementary row operations on it, then by performing the same sequence of elementary row operations on the identity matrix on the right it will be transformed into the inverse matrix of A.
We have
This will be transformed into
Let,
Let us do the following elementary row operations to reduce the elements in the second and third rows of the first column to zeroes:
Thus, we get
This same result can be obtained by multiplying matrix A with another matrix which we can call the elimination matrix.
Let us consider the following matrix equation:
BC = D
If we observe the matrix multiplication we find that the first row of matrix D is the combination of the rows of matrix C given by the elements of the first row of matrix B. Similarly, the second row of matrix D is the combination of the rows of matrix C given by the elements of the second row of matrix B. And so on.
Thus to perform the above two elementary row operations on Matrix A we can multiply it with the following elimination matrix E1:
Now, we have to reduce the element in the third row, second column to zero. For this we need to do the following elementary row operation:
To achieve this we now multiply by elimination matrix E2, as shown below:
Now, we have to convert the element in third row, third column to 1. We do this with the following row operation:
To achieve this we now multiply by elimination matrix E3, as shown below:
Now, we have to reduce the elements in the first and second rows of the third column to zeroes. For this we need to do the following elementary row operations:
To achieve this we now multiply by elimination matrix E4, as shown below:
Now, we have to convert the element in second row, second column to 1. We do this with the following row operation:
To achieve this we now multiply by elimination matrix E5, as shown below:
Now, we have to reduce the element in the first row, second column to zero. For this we need to do the following elementary row operation:
To achieve this we now multiply by elimination matrix E6, as shown below:
Let us summarise what we have done in the following matrix equation:
E6 E5 E4 E3 E2 E1 A = I
Let us multiply all the elimination matrices into a single elimination matrix E. Hence, now we have
EA = I
When the product of two matrices is an Identity matrix, the two matrices are inverses of each other. This means that the elimination matrix E is the inverse of matrix A.
Let us verify this. We have
Hence, it is now verified that the elimination matrix E is the inverse of matrix A.