Definition of identity matrix
Definition: The identity matrix $I_n$ (or simply $I$) is the $n \times n$ diagonal matrix with ones on the main diagonal and zeros elsewhere:
$$I_n = \begin{pmatrix} 1 & 0 & \cdots & 0 \\ 0 & 1 & \cdots & 0 \\ \vdots & \vdots & \ddots & \vdots \\ 0 & 0 & \cdots & 1 \end{pmatrix}$$
The identity matrix satisfies $AI = A$ and $IA = A$ for any compatible matrix $A$. It represents the identity transformation that maps every vector to itself.
Example:
$$I_3 = \begin{pmatrix} 1 & 0 & 0 \\ 0 & 1 & 0 \\ 0 & 0 & 1 \end{pmatrix}$$
Properties:
- $I^{-1} = I$
- $\det(I) = 1$
- $\text{tr}(I) = n$
- $I^k = I$ for any positive integer $k$