239 Adjoint
A linear transformation paired with another mapping through an inner product that is used to move that inner product from one factor to the other in an equation.
Note: Also called Hilbert-adjoint operator.
definition [d] (Adjoint = Hilbert-Adjoint Operator) From Kreyszig: the Hilbert-adjoint operator \(T^{*}: H \rightarrow H\) is defined to be the operator satisfying
- \((Tx, y) = (x, T^{*}y)\)
for all \(x, y \in H\).
where
- \(H\) is a Hilbert space.
- \(T: H \rightarrow H\) is a given operator.
- \(T^{*}\) is the adjoint of \(T\).
- \((\cdot,\cdot)\) is the inner product on \(H\).
definition [d] (Adjoint) From Gowers, in the sense of Stokes’s theorem: one can view Stokes’s theorem as a definition of the derivative operation \(\omega \mapsto d\omega\); thus differentiation is the adjoint of the boundary operation.
where
- \(d\) is the exterior derivative on forms.
- \(\partial\) is the boundary operation on the region of integration.
- Stokes’s theorem asserts \(\displaystyle \int_{S} d\omega = \int_{\partial S} \omega\).
239.1 Elementary Example
239.1.1 Simple
The adjoint \(T^{*}\) moves the inner product from \(Tx\) onto \(x\). On \(\mathbb{R}^{2}\) with the dot product, the adjoint of a matrix is its transpose.
\[ T = \begin{pmatrix} 1 & 2 \\ 0 & 3 \end{pmatrix},\quad T^{*} = \begin{pmatrix} 1 & 0 \\ 2 & 3 \end{pmatrix} \]
\[ (Tx,y) = (x, T^{*} y) \]
where
- \(T\) is the operator.
- \(T^{*}\) is the adjoint of \(T\).
- \((\cdot,\cdot)\) is the inner product.
239.1.2 General
On \(\mathbb{C}^{3}\), the adjoint is the conjugate transpose.
\[ T = \begin{pmatrix} 1 & i & 0 \\ 0 & 2 & 1+i \\ 0 & 0 & 3 \end{pmatrix} \]
\[ T^{*} = \begin{pmatrix} 1 & 0 & 0 \\ -i & 2 & 0 \\ 0 & 1-i & 3 \end{pmatrix} \]
where
- \(T^{*} = T^{\dagger}\) for matrices on \(\mathbb{C}^{n}\).
239.2 References
- Kreyszig, E. Introductory Functional Analysis with Applications. Wiley, 1989. — Hilbert-adjoint operator \(T^{*}\) with \((Tx,y)=(x,T^{*}y)\).
- Gowers, T., Barrow-Green, J., & Leader, I. (eds.). The Princeton Companion to Mathematics. Princeton University Press, 2008. — differentiation as the adjoint of the boundary operation.
- Adjoint
- Basis
- Characteristic Polynomial
- Complex Conjugate
- Conjugate Symmetry
- Conjugate Transpose
- Determinant
- Diag
- Dual Space
- Eigendecomposition
- Eigenvalue
- Eigenvector
- Hermitian
- Hermitian Conjugate
- Homogeneity
- Homogeneous
- Inner Product
- Inner Product Space
- Kronecker Delta
- Linear Function
- Linear Map
- Linear Transformation
- Operator
- Orthonormal
- Orthonormal Set of Functions
- Projection Map
- Quadratic
- Standard Basis