Proof of Linearity of the Matrix-Vector Product and the Quadratic Form as a Double Sum
lemmalem:matrix-vector-linearity-2026aTwo points of are equal exactly when they agree at every index, so claims 1 to 3 are proved by computing coordinates. Throughout, by Matrix-Vector Product, entries of sums, differences and scalar multiples of matrices are computed entrywise by Sum of Real Matrices, Difference of Real Matrices and Scalar Multiple of a Real Matrix, and coordinates of sums, differences and scalar multiples of points are computed coordinatewise by Sum of Points of , Difference, Dot Product, and Orthogonality in and Scalar Multiple of a Point of . Claims 2, 3 and 7 of Properties of Finite Sums are used as additivity, homogeneity and the single-summand rule for finite sums, and the field axioms of the field for the coordinatewise computations.
Claim 1. For each , distributivity gives for every , so by additivity of finite sums
which is the first identity. For the second, the entries of are by associativity of addition, the additive-inverse axiom and the additive-identity axiom, so ; the first identity applied to and therefore gives , and adding the point to both sides gives . For the third, associativity of multiplication gives , and homogeneity of finite sums gives
Claim 2. By Identity Matrix the entry equals if and otherwise. First, for every : indeed by distributivity and the additive-identity axiom, so by claim 2 of Additive Cancellation and Elementary Additive Identities in a Field. Hence the family takes the value at and the value at every other index, so the single-summand rule gives .
Claim 3. For each , distributivity gives for every , so additivity of finite sums gives , which is the first identity. The difference identity follows from it exactly as in claim 1, using . For the last identity, commutativity and associativity of multiplication give , and homogeneity of finite sums gives .
Claim 4. By Difference, Dot Product, and Orthogonality in and Matrix-Vector Product,
For each fixed , homogeneity of finite sums applied to the inner sum with the factor , together with commutativity and associativity of multiplication, gives
and substituting this for every yields the asserted double sum.
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Prerequisites
437c5b51-7fd5-40eb-b29a-2719728107c2