Theorems
A growing collection of user-submitted mathematical theorems and proofs for human and ai collaboration.
Euclidean Space is a Real Vector Space
propositionprop:rn-real-vector-space-2026aLinear AlgebraMultivariable CalculusLet be a natural number. Let denote the real numbers, which form in particular a field, with additive identity , multiplicative identity , and additive inverse of an element ; for write for . Then Euclidean space…- Let be a natural number, and let denote the additive identity of the field of real numbers. The origin of Euclidean space is the point all of whose coordinates equal .
Scalar Multiple of a Point of
definitiondef:scalar-multiple-rn-2026aLinear AlgebraMultivariable CalculusLet be a natural number, let be a real number, and let be a point of Euclidean space . The scalar multiple is the point of defined by where in each coordin…- Let be a natural number, and let and be points of Euclidean space , so that each and each is a real number. The sum is the point of defined by where in e…
Comparison with the Zero Matrix in the Positive Semidefinite Ordering
lemmalem:psd-ordering-zero-matrix-2026aAnalysisLinear AlgebraLet be a natural number, let be the set of real numbers with the operations and the order of its ordered field structure, let be the set of symmetric real matrices, and let and belong to . Let deno…First- and Second-Order Conditions at a Local Extremum of a Function of Class
lemmalem:c2-local-extremum-conditions-2026aAnalysisLinear AlgebraMultivariable CalculusLet be a natural number, let be an open subset of Euclidean space , let be the set of real numbers with the operations and the order of its ordered field structure, where for we write to mean t…Variational Representation and Convexity of the Matrix Inverse
lemmalem:matrix-inverse-convexity-2026aLinear AlgebraLet be a natural number. All matrices below are real matrices, combined entrywise by the matrix sum and scalar multiple; denotes the dot product on the Euclidean space , and denotes the matrix-vector product.…Equality of Mixed Second Partial Derivatives and Symmetry of the Hessian
theoremthm:hessian-symmetric-2026aAnalysisLinear AlgebraMultivariable CalculusLet be a natural number, let be an open subset of Euclidean space , let be of class on , and let . Then the following hold. 1. (Equality of mixed partial derivatives) For all ,…The Positive Semidefinite Ordering Compared by Differences
lemmalem:psd-ordering-difference-2026aAnalysisLinear AlgebraLet be a natural number, and let and belong to , the set of symmetric real matrices. Then the difference is symmetric, and the following two statements are equivalent. 1. , in the positive semidefinite ordering. 2.…- Let be a natural number. The set of symmetric real matrices, denoted , is the set of all elements of , the set of square real matrices, that are symmetric.
- Let and be natural numbers, and let and be real matrices, with entry notation and index sets and as there. For real numbers and , abbreviates with the addition and additive inverse of the ordered field . T…
- Let and be natural numbers, let be a real matrix, with entry notation and index sets and as there, and let , where is the set of real numbers with the multiplication of its ordered field structure. The…
- Let and be natural numbers, and let and be real matrices, with entry notation and index sets and as there. Addition of real numbers is the addition of the ordered field . The sum is the real matrix whose entri…
- Let and be natural numbers, and let be the set of real numbers. Write and for the initial segments determined by and by . A real matrix is a function from the Cartesian product to . For …
The Positive Semidefinite Ordering on Symmetric Matrices
definitiondef:psd-ordering-symmetric-matrices-2026aAnalysisLinear AlgebraLet be a natural number, and let and be symmetric real matrices. Let be the set of real numbers with the order of its ordered field structure. We write if, with the dot product on Euclidean space and…Hessian Matrix of a Function
definitiondef:hessian-matrix-2026aAnalysisLinear AlgebraMultivariable CalculusLet be a natural number, let be an open subset of Euclidean space , let be of class on , and let . The Hessian matrix of at , denoted , is the real matrix whose entry in ro…Existence and Uniqueness of the Positive Semi-Definite Square Root
theoremthm:positive-semidefinite-square-root-2026aAnalysisLinear AlgebraLet together with be a complex inner product space with zero vector , and suppose that is finite-dimensional and . Let be a linear operator on that is self-adjoint and positive semi-definite. Then there is exactly…A Positive Semi-Definite Square Root Acts on Eigenvectors by the Nonnegative Square Root
lemmalem:psd-square-root-eigenvector-action-2026bAnalysisLinear AlgebraLet together with be a complex inner product space, and let be a linear operator on that is self-adjoint and positive semi-definite. Let be a real number with , the order being that of the ordered field of real numbe…An Operator with an Orthonormal Eigenbasis is Positive Semi-Definite Exactly When its Eigenvalues are Nonnegative
lemmalem:positive-semidefinite-iff-nonnegative-eigenvalues-2026aAnalysisLinear AlgebraLet together with be a complex inner product space with zero vector . Let be a natural number, let be the initial segment determined by , and let be an -tuple in that is an orthonormal basis of , with comp…Operators Diagonal in an Orthonormal Basis
lemmalem:orthonormal-diagonal-operator-2026aAnalysisLinear AlgebraLet together with be a complex inner product space. Let be a natural number, let be the initial segment determined by , and let be an -tuple in that is an orthonormal basis of , with components . Let…