247 Dual Space
A set of linear transformations from a domain of vectors to a codomain of scalars that is used to associate each vector with a scalar value.
Note: Also called dual vector space. Also called algebraic dual space. Also called conjugate space. Also called adjoint space.
definition [d] (Dual Space = Dual Vector Space = Algebraic Dual Space = Conjugate Space = Adjoint Space) The vector space \(V^{*}\) of all linear functionals on a vector space \(V\):
- \(V^{*} = \{\, \varphi : V \rightarrow K \mid \varphi \text{ is linear} \,\}\) .
where
- \(V\) is a vector space over a field \(K\).
- \(K\) is the scalar field.
- \(\varphi\) is a linear functional from \(V\) to \(K\).
- \(V^{*}\) is the dual space.
- elements of \(V^{*}\) are called covectors.
Note:
- \(K\) is typically \(\mathbb{R}\).
- \(K\) is also typically \(\mathbb{C}\).
- \(V^{*}\) is also written \(V'\).
- a linear functional \(\varphi\) maps each vector to a scalar in \(K\).
- if \(\dim V = n < \infty\), then \(\dim V^{*} = n\).
247.1 Elementary Example
247.1.1 Simple
The dual space is the set of all linear functionals on \(V\). On \(\mathbb{R}^{2}\), each functional is a row of two components.
\[ V = \mathbb{R}^{2} \]
\[ \varphi(x_{1},x_{2}) = 3 x_{1} - x_{2} \]
\[ \varphi \in V^{*} \]
where
- \(V^{*}\) is the dual space.
- \(\varphi : V \rightarrow \mathbb{R}\) is a linear functional.
247.1.2 General
If \(\dim V = 3\), then \(\dim V^{*} = 3\), with dual basis \(e^{1}, e^{2}, e^{3}\).
\[ V = \mathbb{R}^{3},\quad V^{*} = \operatorname{span}\{ e^{1},\ e^{2},\ e^{3} \} \]
\[ e^{i}(e_{j}) = \delta^{i}_{\ j} \]
where
- \(e^{i}\) are the dual basis functionals.
- \(\delta^{i}_{\ j}\) equals \(1\) if \(i = j\) and \(0\) otherwise.
247.2 References
- Kreyszig, E. Introductory Functional Analysis with Applications. Wiley, 1989. — algebraic dual space; also adjoint space, conjugate space.
- Dummit, D. S., & Foote, R. M. Abstract Algebra. — dual space, dual vector space, algebraic dual space.
- Szekeres, P. A Course in Modern Mathematical Physics. Cambridge University Press, 2004. — dual space, covectors, 1-forms.
- 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