A Euclidean Jordan algebra is a finite-dimensional real vector space
The quadratic representation is
Proposition. Peirce projection
For an idempotent
( ), has eigenvalues and splits into the Peirce decomposition . Then is the orthogonal projection onto (eigenvalues ), with kernel ; is a subalgebra and is a positive map. In matrix terms , is the off-diagonal block and the complementary diagonal block.
Theorem. Symmetric cone (Koecher–Vinberg)
The squares
form a symmetric cone, self-dual and homogeneous. The Koecher–Vinberg theorem identifies the Euclidean Jordan algebras with exactly the coordinates of the symmetric cones, so the algebra and its cone carry the same information.
Remark. Positive semidefinite (PSD) versus SPD is associative versus Jordan
The PSD cone (eigenvalues
) is closed, boundary included, whereas the SPD interior (eigenvalues ) is open, a manifold and, under the affine-invariant metric, the symmetric space . The distinction is algebraic, not merely topological. The associative route treats as a homogeneous space of acting by congruence , which needs invertible and so cannot reach . The Jordan route uses , defined for singular , so it covers . Non-associativity is what buys the boundary.