identity matrix
Học thuậtThân thiện
Definition
- Noun:
- A square matrix with ones on the main diagonal and zeros elsewhere: In linear algebra, the identity matrix is a special square matrix that acts as the multiplicative identity for matrix multiplication. When any matrix is multiplied by the identity matrix (of compatible dimensions), the original matrix is returned.
Usage and Examples
- Noun:
- In the equation A * I = A, the symbol 'I' represents the identity matrix.
- The 3x3 identity matrix is often denoted as I₃ and looks like [[1, 0, 0], [0, 1, 0], [0, 0, 1]].
- Finding the inverse of a matrix involves using the identity matrix as a reference point.
Advanced Usage
- Mathematical Property: The identity matrix is the only idempotent matrix of full rank that is also involutory (its own inverse).
- A key property is that I² = I, and I⁻¹ = I.
- Role in Transformations: In computer graphics and physics, the identity matrix represents a null transformation (no rotation, scaling, or shearing).
- Applying the identity transformation leaves the vector unchanged.
Variants and Related Terms
- Unit Matrix: Another common name for the identity matrix.
- Scalar Matrix: A broader category of diagonal matrices where all diagonal entries are equal. The identity matrix is a specific case where that scalar is 1.
- Diagonal Matrix: A matrix where non-diagonal elements are zero. The identity matrix is a diagonal matrix with ones on the diagonal.
Synonyms
- Unit Matrix
- Multiplicative Identity (for matrices)
Related Concepts and Phrases
- Matrix Multiplication: The operation for which the identity matrix serves as the neutral element.
- Understanding matrix multiplication is essential to grasp the function of the identity matrix.
- Inverse Matrix: A matrix that, when multiplied by the original, yields the identity matrix.
- The matrix B is the inverse of A if A * B = I, where I is the identity matrix.
Noun
- a scalar matrix in which all of the diagonal elements are unity