Mathematics · Ch 2 — Matrices
Inverse of a Matrix
Inverse of a Matrix
Definition. If is a square matrix of order and there exists another square matrix of the same order such that , where is the identity matrix of order , then is called the inverse of , written . Writing in place of , the defining relation becomes ; by the very same definition, is then equally the inverse of , so .
Worked illustration. If and , then . Likewise . Since both products equal the identity, and .
When does an inverse exist? Consider : no matrix can be found with . The reason is that . This illustrates the necessary condition for a matrix with to exist: , i.e. must be a non-singular matrix.
Three standing notes:
- Every square matrix of order has a corresponding determinant, .
- A matrix is said to be invertible if its inverse exists.
- A square matrix has an inverse if and only if .
Uniqueness of the inverse. It can be proved that if is a square matrix with , its inverse is unique -- there is never more than one matrix that undoes .
Theorem. If a square matrix 's inverse exists, it is unique.
Proof. Let be a square matrix of order whose inverse exists. Suppose, if possible, that and are both inverses of . By the definition of inverse, and . Now consider
Hence , i.e. the inverse -- when it exists -- is unique. …
Worked out. A specific matrix A and a candidate matrix B are multiplied both ways (AB and BA); both products come out to the 2x2 identity matrix, confirming B is the inverse of A (and A the inverse of B) directly from the defining equation, before the general theory of computing an inverse from scratch is developed. …
Worked out. A short algebraic proof that if a square matrix A has an inverse, that inverse is the only one: assuming two candidate inverses B and C both satisfy the defining equations, the proof manipulates B = BI = B(AC) = (BA)C = IC = C using associativity of matrix multiplication to conclude B and C must be the same matri …