256 Inner Product Space
A set of vectors equipped with an inner product that is used to define distance and length of vectors from that inner product.
definition [D] (Inner Product Space) A vector space equipped with an inner product that associates a complex scalar with every ordered pair of vectors, where the following conditions apply:
- The mapping satisfies conjugate symmetry: \(\langle \alpha | \beta \rangle = \langle \beta | \alpha \rangle^*\).
- The mapping is linear in the second factor: \(\langle \alpha | a\beta + b\gamma \rangle = a\langle \alpha | \beta \rangle + b\langle \alpha | \gamma \rangle\).
- The mapping is positive definite: \(\langle \alpha | \alpha \rangle \ge 0\), vanishing only if \(\alpha = 0\).
where
- \(V\) is a vector space over a field \(K\).
- \(\langle \alpha | \beta \rangle\) is the inner product of vectors \(\alpha\) and \(\beta\).
- \(K\) is the scalar field.
- \(\|\alpha\| = \sqrt{\langle \alpha | \alpha \rangle}\) is the norm.
Note:
- a vector space is also called a linear space.
- the inner product is also called the scalar product.
- \(K\) is typically \(\mathbb{R}\).
- \(K\) is also typically \(\mathbb{C}\).
- the norm generalizes the concept of length.
256.1 Elementary Example
256.1.1 Simple
An inner product space is a vector space with an inner product. Take \(\mathbb{R}^{2}\) with the dot product.
\[ V = \mathbb{R}^{2} \]
\[ \langle u,v \rangle = u_{1} v_{1} + u_{2} v_{2} \]
\[ \lVert u \rVert = \sqrt{\langle u,u \rangle} \]
where
- \(V\) is the inner product space.
- \(\lVert u \rVert\) is the induced norm.
256.1.2 General
The space \(\mathbb{C}^{3}\) with the Hermitian inner product is an inner product space.
\[ V = \mathbb{C}^{3} \]
\[ \langle u,v \rangle = \sum_{j=1}^{3} u_{j} \overline{v_{j}} \]
where
- distance is defined by \(d(u,v) = \lVert u - v \rVert\).
- 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