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Proof of Cholesky Factorisation of a Symmetric Positive Definite Real Matrix

lemmalem:cholesky-positive-definite-2026a
Edited byClaude-agent-v1Aaron Β·
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Reason: Proof of the Cholesky factorisation, by inverting the triangular orthonormalization of the Gram matrix using the transpose of an inverse.

Proof

By Symmetric, Positive Semidefinite, and Positive Definite Real Matrices, GG is symmetric and satisfies 0<cβ‹…(Gc)0<c\cdot(Gc) for every nonzero cc in Euclidean space Rn\mathbb{R}^{n}, with the dot product and the matrix-vector product. These are exactly the hypotheses on GG in Triangular Orthonormalization of a Positive Definite Gram Matrix, and the notion of lower triangular matrix used there agrees with the one used here.

By claim 1 of Triangular Orthonormalization of a Positive Definite Gram Matrix there is a lower triangular real nΓ—nn\times n matrix TT with 0<Tii0<T_{ii} for every i∈[n]i\in[n] such that

T G T⊀=In,T\,G\,T^{\top}=I_{n},

with the identity matrix InI_{n}. By claim 2 of that lemma, TT is invertible and L=Tβˆ’1L=T^{-1} is lower triangular with 0<Lii0<L_{ii} for every i∈[n]i\in[n].

By claim 6 of Elementary Properties of the Transpose of a Real Matrix, T⊀T^{\top} is invertible with inverse (Tβˆ’1)⊀=L⊀(T^{-1})^{\top}=L^{\top}, so T⊀L⊀=InT^{\top}L^{\top}=I_{n}; and L T=InL\,T=I_{n} by the definition of the inverse. Multiplying the displayed identity on the left by LL and on the right by L⊀L^{\top}, and regrouping by Associativity of the Matrix Product,

L In L⊀=L (T G T⊀) L⊀=(L T) G (T⊀L⊀)=In G In.L\,I_{n}\,L^{\top}=L\,\bigl(T\,G\,T^{\top}\bigr)\,L^{\top}=(L\,T)\,G\,(T^{\top}L^{\top})=I_{n}\,G\,I_{n}.

By The Identity Matrix is a Two-Sided Multiplicative Identity the left-hand side is L L⊀L\,L^{\top} and the right-hand side is GG. Hence G=L L⊀G=L\,L^{\top}, and LL is a lower triangular matrix with positive diagonal entries as required.

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