Identity matrix
Identity matrix
An identity matrix is a special type of square matrix in which all the elements of the principal diagonal are ones, and all other elements are zeros. It is denoted by the symbol I or sometimes In to indicate its size. The identity matrix plays a crucial role in various areas of linear algebra and matrix theory.
Definition[edit | edit source]
An identity matrix of size n × n is defined as: \[ I_n = \begin{pmatrix} 1 & 0 & 0 & \cdots & 0 \\ 0 & 1 & 0 & \cdots & 0 \\ 0 & 0 & 1 & \cdots & 0 \\ \vdots & \vdots & \vdots & \ddots & \vdots \\ 0 & 0 & 0 & \cdots & 1 \end{pmatrix} \]
Properties[edit | edit source]
The identity matrix has several important properties:
- **Multiplicative Identity**: For any matrix A of size m × n, multiplying by the identity matrix does not change A. That is, \( A \cdot I_n = A \) and \( I_m \cdot A = A \).
- **Invertibility**: The identity matrix is its own inverse matrix, meaning \( I_n^{-1} = I_n \).
- **Determinant**: The determinant of the identity matrix is always 1, regardless of its size.
- **Eigenvalues**: All the eigenvalues of the identity matrix are 1.
Applications[edit | edit source]
The identity matrix is used in various applications, including:
- **Solving Linear Systems**: It is used in Gaussian elimination and other methods for solving systems of linear equations.
- **Matrix Decomposition**: It appears in matrix decomposition techniques such as LU decomposition and QR decomposition.
- **Transformations**: In computer graphics, the identity matrix is used as the starting point for transformation matrices.
Related Concepts[edit | edit source]
See Also[edit | edit source]
References[edit | edit source]
External Links[edit | edit source]
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Contributors: Prab R. Tumpati, MD