The Invertible Matrix Theorem
Let be a square matrix. Then the following statements are equivalent. That is, for a given , the statements are either all true or all false.
- is an invertible matrix.
- is row equivalent to the identity matrix.
- has pivot positions.
- The equation has only the trivial solution.
- The columns of form a linearly independent set.
- The linear transformation is one-to-one.
- The equation has at least one solution for each in .
- The columns of span .
- The linear transformation maps onto .
- There is an matrix such that .
- There is an matrix such that .
- is an invertible matrix.
Theorem
Let be a linear transformation and let be the standard matrix for . Then is invertible if and only if is an invertible matrix. In that case, the linear transformation given by is the unique function satisfying (1) and (2).