Unit-norm symmetric matrices

Manifolds.SphereSymmetricMatrices — Type

SphereSymmetricMatrices{n,𝔽} <: AbstractEmbeddedManifold{ℝ,TransparentIsometricEmbedding}

The Manifold consisting of the $n × n$ symmetric matrices of unit Frobenius norm, i.e.

\[\mathcal{S}_{\text{sym}} :=\bigl\{p ∈ 𝔽^{n × n}\ \big|\ p^{\mathrm{H}} = p, \lVert p \rVert = 1 \bigr\},\]

where $\cdot^{\mathrm{H}}$ denotes the Hermitian, i.e. complex conjugate transpose, and the field $𝔽 ∈ \{ ℝ, ℂ\}$.

Constructor

SphereSymmetricMatrices(n[, field=ℝ])

Generate the manifold of n-by-n symmetric matrices of unit Frobenius norm.

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ManifoldsBase.check_manifold_point — Method

check_manifold_point(M::SphereSymmetricMatrices{n,𝔽}, p; kwargs...)

Check whether the matrix is a valid point on the SphereSymmetricMatrices M, i.e. is an n-by-n symmetric matrix of unit Frobenius norm.

The tolerance for the symmetry of p can be set using kwargs....

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ManifoldsBase.check_tangent_vector — Method

check_tangent_vector(M::SphereSymmetricMatrices{n,𝔽}, p, X; check_base_point = true, kwargs... )

Check whether X is a tangent vector to manifold point p on the SphereSymmetricMatrices M, i.e. X has to be a symmetric matrix of size (n,n) of unit Frobenius norm. The optional parameter check_base_point indicates, whether to call check_manifold_point for p.

The tolerance for the symmetry of p and X can be set using kwargs....

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ManifoldsBase.manifold_dimension — Method

manifold_dimension(M::SphereSymmetricMatrices{n,𝔽})

Return the manifold dimension of the SphereSymmetricMatrices n-by-n symmetric matrix M of unit Frobenius norm over the number system 𝔽, i.e.

\[\begin{aligned} \dim(\mathcal{S}_{\text{sym}})(n,ℝ) &= \frac{n(n+1)}{2} - 1,\\ \dim(\mathcal{S}_{\text{sym}})(n,ℂ) &= 2\frac{n(n+1)}{2} - n -1. \end{aligned}\]

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ManifoldsBase.project — Method

project(M::SphereSymmetricMatrices, p, X)

Project the matrix X onto the tangent space at p on the SphereSymmetricMatrices M, i.e.

\[\operatorname{proj}_p(X) = \frac{X + X^{\mathrm{H}}}{2} - ⟨p, \frac{X + X^{\mathrm{H}}}{2}⟩p,\]

where $\cdot^{\mathrm{H}}$ denotes the Hermitian, i.e. complex conjugate transposed.

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ManifoldsBase.project — Method

project(M::SphereSymmetricMatrices, p)

Projects p from the embedding onto the SphereSymmetricMatrices M, i.e.

\[\operatorname{proj}_{\mathcal{S}_{\text{sym}}}(p) = \frac{1}{2} \bigl( p + p^{\mathrm{H}} \bigr),\]

where $\cdot^{\mathrm{H}}$ denotes the Hermitian, i.e. complex conjugate transposed.

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