Linear and multilinear algebra; matrix theory Definition
Vector space
Definition
Let be a field. A vector space over is a set with two maps: an addition , , and a scalar multiplication , . These axioms must hold for all and :
- .
- .
- There is an element with for all .
- For each there is an element with .
- .
- , where is the unit of .
- .
- .
The elements of are vectors, and the elements of are scalars.
Remarks
Axioms 1 to 4 say that is an abelian group.
The axioms give and for all .
A vector space is a module over a field; Mathlib uses Module F V for both.
Examples are the coordinate space , spaces of matrices and function spaces.
Where this leads
458 pages build on this one.
- Singular value decomposition
- Dimension of the dual space
- Linear map of a matrix
- Scaling a row scales the determinant
- Normed vector space
- Nullity
- Every vector space has a basis
- Positive definite quadratic form
- Jordan–Chevalley decomposition
- Leibniz formula for determinants
- Finite-dimensional vector space
- Inner product space
- Determinant of a scalar multiple
- Adding a multiple of one row to another preserves the determinant
- Reflection
- Parallelogram law
- Rank of a product of matrices
- Polar form of a quadratic form
- External direct sum
- Kernel of a linear map
- Triangularisation
- Characteristic polynomial
- Determinant of a linear map
- A matrix is invertible iff its determinant is a unit
- Direct sum of subspaces
- Rational canonical form
- Parseval's identity
- Complementary subspaces
- Determinant is multiplicative
- Spectrum of a matrix
- Riesz representation theorem in finite dimensions
- Determinant as signed volume
- Product of a matrix and its adjugate
- Annihilating polynomial
- Eigenvalues are the roots of the characteristic polynomial
- A matrix is diagonalisable iff it has a basis of eigenvectors
- Isomorphism with the coordinate space
- Polarisation identity
- Dimension
- Matrix of a composition is the product of matrices
- Orthogonal family for a bilinear form
- Composition of linear maps
- Laplace expansion along a column
- Dimension of a direct product
- Grassmann's formula
- Spectral theorem
- Every spanning set contains a basis
- Dimension of the annihilator
- Geometric multiplicity
- Linear isometry
- Symmetric bilinear form
- Determinant of the inverse
- Orthogonal complement
- Generalised eigenspace
- Third isomorphism theorem for vector spaces
- Existence of an eigenvalue over an algebraically closed field
- Exterior algebra
- Norm
- Cauchy–Binet formula
- Steinitz exchange lemma
- Alternating bilinear form
- An injective endomorphism of a finite-dimensional space is surjective
- Minimal polynomial divides the characteristic polynomial
- Linearly independent set of the right size is a basis
- Cramer's rule
- Coordinates in an orthonormal basis
- Orthonormal family
- Permuting rows multiplies the determinant by the sign
- Determinant of a matrix exponential
- Multiplication by a matrix as a linear map
- Second isomorphism theorem for vector spaces
- Eigenspace
- Eigenvector
- Rotation matrix
- Matrix determinant lemma
- A linear map is injective iff its kernel is trivial
- Spanning set
- Coordinate vector
- Polynomial of an endomorphism
- Pythagorean theorem in an inner product space
- Least squares
- Characteristic polynomial of a linear map
- Laplace expansion along a row
- Determinant is the product of the eigenvalues
- Dual map
- Determinant
- Eigenvalues of a self-adjoint operator are real
- Classification of complex quadratic forms
- Special orthogonal group
- Matrix of the adjoint is the conjugate transpose
- Spectral theorem for Hermitian matrices
- Dimension of the orthogonal complement
- Inverse in terms of the adjugate
- Normal operator
- Invariant subspace
- Row space
- Linear subspace
- QR decomposition
- Gershgorin circle theorem
- Linear independence
- Rank of a matrix
- Column space
- Cayley–Hamilton theorem
- Triangle inequality for norms
- Trace is a coefficient of the characteristic polynomial
- Determinant of a matrix with a zero row
- Orthonormal basis
- Sylvester's determinant theorem
- Tensor product of vector spaces
- Adjugate matrix
- Rule of Sarrus
- Eigenvectors with distinct eigenvalues are linearly independent
- Linear span
- Rouché–Capelli theorem
- Gram matrix
- Eigenvalues of a positive definite matrix are positive
- Quadratic form
- Quotient map
- Determinant of a block triangular matrix
- Image of a linear map
- Linear combination
- Rank of a linear map
- Eigenspaces of a self-adjoint operator are orthogonal
- An orthonormal family is linearly independent
- Determinant of a triangular matrix
- Singular value
- Determinant of a matrix with two equal rows
- Rayleigh quotient
- Determinant via the Schur complement
- Nondegenerate bilinear form
- Norm induced by an inner product
- Determinant of a linear map is the determinant of its matrix
- Signature of a quadratic form
- Change of basis matrix
- Every linearly independent set extends to a basis
- Dual space
- Nilpotent endomorphism
- Self-adjoint operator
- Orthogonal projection is the closest point
- Product of vector spaces
- Diagonalisable iff the minimal polynomial has distinct roots
- Change of basis formula
- Alternating multilinear map
- First isomorphism theorem for linear maps
- Trace is the sum of the eigenvalues
- Matrix of a bilinear form
- Bilinear form
- Vandermonde determinant
- Existence of a complementary subspace
- Restriction of an endomorphism to an invariant subspace
- Determinant is multilinear in the rows
- Null space
- Principal axis theorem
- Endomorphism
- Orthogonal complement of the orthogonal complement
- Orientation of a real vector space
- Orthogonal projection
- Cayley–Hamilton theorem for linear maps
- Eigenvalues are the roots of the minimal polynomial
- Dimension of the coordinate space
- Semisimple endomorphism
- Dimension of a subspace
- Annihilator of a subspace
- A linear isometry preserves the inner product
- Dimension of a tensor product
- A linear map is determined by its values on a basis
- Bessel's inequality
- Cauchy–Schwarz inequality
- Projection
- Linear map
- Sum of subspaces
- Trace of a linear map
- Linear form
- Algebraic multiplicity
- Generalised eigenvector
- Minor
- Multilinear map
- Basis of a tensor product
- A space is the direct sum of a subspace and its orthogonal complement
- Change of basis for a bilinear form
- Differentiation as a linear map
- Adjoint of a linear map
- Quotient space
- Dimension of a quotient space
- Determinant is a coefficient of the characteristic polynomial
- Orthogonal vectors
- Symmetric bilinear form associated with a quadratic form
- Characteristic polynomial does not depend on the basis
- Row rank equals column rank
- Intersection of subspaces
- Minimal polynomial
- Determinant of a family of vectors in a basis
- Special linear group
- Inner product
- Companion matrix
- Finite-dimensional spaces are isomorphic iff they have equal dimension
- Cartan–Dieudonné theorem
- Space of linear maps
- Gram–Schmidt process
- Minimal polynomial divides every annihilating polynomial
- Basis
- Cofactor
- Sesquilinear form
- Rank–nullity theorem
- Dual basis
- Trace of a linear map is the trace of its matrix
- Sylvester's law of inertia
- A subspace of full dimension is the whole space
- Dimension theorem for vector spaces
- Sylvester's criterion
- Gram–Schmidt vectors are orthogonal
- Linear isomorphism
- Existence of an orthonormal basis
- Distinct eigenvalues imply diagonalisable
- Universal property of the tensor product
- Matrix of a linear map
- Diagonalisation of a quadratic form
- Decomposition into generalised eigenspaces
- Determinant of the identity matrix
- Dimension of the space of linear maps
- Universal property of the quotient space
- Canonical isomorphism with the double dual
- Determinant of a 2 by 2 matrix
- Eigenvalue
- Matrix of the dual map is the transpose
- Determinant of a transpose
- Non-negative least squares
- Pettis measurability theorem
- Derivation of the conjugate gradient method
- Clarkson's inequalities
- Paley–Zygmund inequality
- Conjugate residual method
- Rotation group SO(3)
- Tautological line bundle
- Discrete series representation
- Horocycle flow
- List of simple Lie groups
- Local regression
- Beurling's theorem
- Absorbing set
- Nichols algebra
- Wigner D-matrix
- Jacobi's formula
- Minkowski functional
- Quasiconvex function
- Hilbert–Schmidt expansion theorem
- Minimal residual method
- Oscillator representation
- Eisenstein series
- Daniell integral
- Toeplitz operator
- Schwarz–Christoffel mapping
- Partial isometry
- Jordan algebra
- Maass wave form
- Seminorm
- Importance sampling
- Céa's lemma
- Modular lambda function
- The special linear group is the kernel of the determinant
- Modular curve
- Fuchsian group
- Algebraic independence
- Pettis integral
- Representation theory of SL2(R)
- Compact symplectic group
- Siegel upper half-space
- Geodesic flow on a locally symmetric space
- Bilinear series of a symmetric kernel
- Ordinary least squares
- Crainic–Fernandes integrability theorem
- Lévy–Steinitz theorem
- QR algorithm
- Theta correspondence
- 6-j symbol
- Riesz space
- Balanced set
- Table of Lie groups
- Field trace
- Theta function
- Smoothing spline
- Lp space
- Eisenstein series as a double series
- Sylvester's determinant identity
- Ramanujan tau function
- Weil conjectures
- Lax–Milgram theorem
- Siegel modular form
- Gaussian curvature
- Metaplectic group
- Resultant
- Central polynomial
- Field norm
- Kaplansky's theorem on PI rings
- Hermitian form
- Principal curvature
- Shape operator
- Cayley–Menger determinant
- Poincaré group
- Compact operator
- Hausdorff paradox
- Kalman rank condition
- Hadamard's inequality in Fredholm theory
- Response surface methodology
- Representation theory of SU(2)
- Nonlinear regression
- Spectral theorem for compact self-adjoint operators
- Courant–Fischer characterization of characteristic values
- Generalized minimal residual method
- Minimum total potential energy principle
- 3-j symbol
- Selberg's 1/4 conjecture
- Arthur–Selberg trace formula
- Selberg trace formula
- Yang–Baxter equation
- Linear canonical transformation
- Arnold's cat map
- First fundamental form
- Natural transformation
- Arithmetic group
- Baily–Borel compactification
- Hadamard's inequality
- Arnoldi iteration
- Gauss–Newton algorithm
- Standard conjectures on algebraic cycles
- Schur polynomial
- Hilbert space adjoint
- Integral operator
- Trace form
- Margulis superrigidity theorem
- Wigner's classification
- SU(2)
- Congruence subgroup
- Heisenberg inequality for the Fourier transform
- Lidskii's trace formula for integral operators
- Lagrange resolvent
- Banach–Tarski paradox
- ADE singularity
- Wishart distribution
- Normal coordinates
- Spencer cohomology
- Sequence space
- Unconditional convergence
- Posner's theorem
- Hadamard's maximal determinant problem
- Inoue surface
- Spectrum of the Laplace–Beltrami operator
- Weyl–Titchmarsh theory
- Berlekamp's algorithm
- Cochran's theorem
- Topological quantum field theory
- Kronecker's approximation theorem
- SL(2,C)
- Hilbert projection theorem
- Spin group
- Eckart–Young theorem
- Ultraparallel theorem
- Zimmer's conjecture
- Dimension of the solution space of a linear recurrence
- Bramble–Hilbert lemma
- j-invariant
- Ridge regression
- Zermelo's navigation problem
- L-curve
- Independence of sample mean and sample variance for normal samples
- Dedekind eta function
- Image of J
- Modular form
- Fisher's inequality
- Biconjugate gradient stabilized method
- Kleinian group
- Exceptional Lie group E8
- Kovacic's algorithm
- Galerkin method
- Interchange of summation order
- Dedekind's lemma on independence of characters
- Petersson inner product
- Topology generated by a family of seminorms
- Bernstein's theorem on absolutely convergent Fourier series
- Jeffreys prior
- Transcendence degree
- Operator monotone function
- Least squares approximation
- Empirical risk minimization
- Grothendieck–Lefschetz trace formula
- Isotonic regression
- Projection body
- Mercer's theorem
- Nielsen–Thurston classification
- Positive definiteness of the energy
- Horocycle
- Classical group
- Binary quadratic form
- Normal basis theorem
- SL(2,R)
- Lorentz group
- Wynn's epsilon algorithm
- Representation theory of the Lorentz group
- Derivation
- Principal component analysis
- Liouvillian function
- Poincaré half-plane model
- Differential Galois theory
- Schauder basis
- Shanks transformation
- Bidiagonalization
- Ladyzhenskaya–Babuška–Brezzi condition
- Tensor product of fields
- Cusp form
- Linearly disjoint extensions
- Fundamental domain of the modular group
- Differential field
- Substitution tiling
- Topological modular forms
- Discriminant of a field extension
- Levenberg–Marquardt algorithm
- Schur product theorem
- Nome
- Fundamental theorem of space curves
- Tame Fréchet space
- Riesz representation theorem
- Dual pair
- Box–Jenkins method
- Singular values of a compact operator
- Pin group
- Lasso
- Householder transformation
- Sullivan minimal model
- Numerical methods for linear least squares
- Masur–Veech theorem
- Modular group
- Schmidt's singular value decomposition of a kernel
- Existence of transcendence bases
- Positive cone
- Rogers–Ramanujan continued fraction
- Fubini's theorem for series
- Pseudo-Anosov map
- Ordered vector space
- Upper half-plane
- Hecke operator
- J-homomorphism
- Theta transformation formula
- Nesbitt's inequality
- Schramm–Loewner evolution
- Box spline
- de Branges space
- Amitsur–Levitzki theorem
- Hilbert's Theorem 90
- Nevanlinna parametrization of solutions
- Three-term recurrence for orthogonal polynomials
- Time-optimal control
- Loewner differential equation
- Exceptional Lie group G2
- Summation of families over arbitrary index sets
- Symmetric and self-reciprocal kernels
- Stone–von Neumann theorem
- Bareiss algorithm
- Frenet–Serret formulas
Further reading
- Web https://en.wikipedia.org/wiki/Vector_space, Definition and basic properties
About this page
| Tag | 05EGHEQZAW |
|---|---|
| URI | m2://05EGHEQZAW |
| Kind | definition |
| Writing | W1 stated |
| MSC | 15A03 |
| Defines | Vector space |
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What this page needs for W2
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What links here
Used by
- External direct sum
- Exterior algebra
- Norm
- Linear subspace
- Tensor product of vector spaces
- Quadratic form
- Linear combination
- Product of vector spaces
- Bilinear form
- Linear map
- Inner product
- Sesquilinear form
- Tautological line bundle
- Absorbing set
- Nichols algebra
- Minkowski functional
- Quasiconvex function
- Daniell integral
- Jordan algebra
- Seminorm
- Balanced set
- Hermitian form
- Yang–Baxter equation
- Spencer cohomology
- Sequence space
- Topological quantum field theory
- Topology generated by a family of seminorms
- Dual pair
- Positive cone
- Ordered vector space