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Showing 121–150 of 1709 reference entries

Mathematics & logicZFC set-theory framework

Set existence is governed by explicit axioms and schemas.

Definition
Mathematics & logicCompleteness of the real numbers

Upper-bounded nonempty real sets have least upper bounds.

Mathematical statement
Mathematics & logicFinite and countable sets

Countability includes finite sets in this convention.

Definition
Mathematics & logicEquivalence relations and quotient classes

An equivalence relation partitions a set into classes.

Definition
Mathematics & logicModels, completeness and incompleteness

Semantic consequence and arithmetic completeness are distinct.

Mathematical statement
Mathematics & logicInteger divisibility and the Euclidean algorithm

Repeated division computes a greatest common divisor.

Method
Mathematics & logicUnique prime factorization of integers

Positive integers greater than one have unique prime factors.

Mathematical statement
Mathematics & logicInteger arithmetic modulo n

Congruence identifies integers differing by a multiple of n.

Definition
Mathematics & logicChinese Remainder Theorem

Coprime moduli specify one combined residue.

Mathematical statement
Mathematics & logicGroups and abelian groups

A group has associative composition, identity and inverses.

Definition
Mathematics & logicGroup homomorphisms and kernels

Homomorphisms preserve the group operation.

Definition
Mathematics & logicRings and identity conventions

A ring combines addition with distributive multiplication.

Definition
Mathematics & logicFields and division

A field allows division by every nonzero element.

Definition
Mathematics & logicFundamental Theorem of Algebra

Nonconstant complex polynomials factor into linear terms.

Mathematical statement
Mathematics & logicMetric spaces

A metric supplies a distance satisfying three axioms.

Definition
Mathematics & logicTopological spaces

A topology specifies which subsets are open.

Definition
Mathematics & logicCompactness and finite subcovers

Compactness reduces every open cover to a finite one.

Definition
Mathematics & logicContinuity between topological spaces

Continuity preserves openness through inverse images.

Definition
Mathematics & logicEuclidean and curved-surface geometry

Triangle-angle relations depend on the geometry.

Mathematical statement
Mathematics & logicAbstract vector spaces

Vector-space laws extend beyond coordinate arrows.

Definition
Mathematics & logicBases and finite dimension

A basis spans without linear redundancy.

Definition
Mathematics & logicRank–nullity theorem

Kernel and image dimensions sum to domain dimension.

Mathematical statement
Mathematics & logicEigenvalues and eigenvectors

An eigenvector changes only by a scalar factor.

Definition
Mathematics & logicFinite-dimensional self-adjoint spectral theorem

Self-adjoint operators have orthonormal eigenbases.

Mathematical statement
Mathematics & logicReal singular value decomposition

Any real rectangular matrix has orthogonal factors.

Mathematical statement
Mathematics & logicConvergence and Cauchy sequences

Real convergence can be checked by distances between late terms.

Mathematical statement
Mathematics & logicInfinite series and absolute convergence

A series converges through its partial sums.

Mathematical statement
Mathematics & logicFinite Taylor approximation and remainder

The remainder quantifies a finite polynomial approximation.

Mathematical statement
Mathematics & logicUniform convergence of functions

One cutoff controls the error at every domain point.

Mathematical statement
Mathematics & logicLebesgue integral and integrability

Integration starts from measurable simple functions.

Definition
Mathematical statementSource checked

Real singular value decomposition

Mathematics & logic

Any real rectangular matrix has orthogonal factors.

Key knowledge

Every real m×n matrix A admits A=UΣVᵀ with orthogonal U,V and rectangular diagonal Σ having nonnegative entries. These singular values are square roots of eigenvalues of AᵀA, with zero padding as needed.

Values and equations

A = UΣVᵀ

A
Real m×n matrix
U
Orthogonal m×m matrix
V
Orthogonal n×n matrix
Σ
m×n diagonal matrix of nonnegative singular values

Conditions and scope

  • Use Euclidean inner products and compatible matrix dimensions.
  • Factors may not be unique, especially at repeated or zero singular values.
Sources · 1

References

Sources retain their recorded scope. A source link alone does not establish verification of every statement.

  1. Linear Algebra, Lecture 29: Singular value decompositionGilbert Strang / MITCourse notes · PDFocw.mit.eduRead source

Evidence and review

Physical pages 1–2: arbitrary real matrix factorization, orthogonal factors, singular values from AᵀA.

2026-10-10 · Real finite-matrix SVD and singular-value relation.

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