Use the PDF's covector-first convention: its space consists of tensor fields in
This reverses the order in which some texts list tensor type. For a finite-dimensional real vector space , define the tensor contraction first on decomposable tensors:
The hats mean omission, with the other factors left in their original order. The formula is a multilinear map of its individual factors, so the universal property of a tensor product gives a unique linear map with this formula.
Apply it with at every . Evaluation of a covector on a vector is basis independent: under a change of frame, one factor transforms by a matrix and the other by its inverse transpose, and the matrices cancel in the pairing. Thus the fiber maps agree on overlapping vector bundle trivializations. In a local dual basis, the coefficients of the contracted tensor are finite sums of coefficients with the selected covariant and contravariant indices set equal. They remain smooth. Hence
is a globally defined smooth contraction for . It is also linear over .
Use and for the quantum plane. Its monomials , , form a basis, with multiplication
One way to verify the basis assertion without assuming it is to define this multiplication on the vector space with the displayed formal basis. This defines an associative algebra: for a third monomial , the two products of three monomials have the same exponent of , and its generators satisfy the required relation. Conversely, the relation puts every word into this form, establishing the presentation. Order exponent pairs by the lexicographic order. The largest monomials of two nonzero finite sums give the uniquely largest monomial of their product, with coefficient . Therefore the quantum plane is a domain. If one allows , the assertion fails because with both factors nonzero.
A uniform module is a nonzero module in which any two nonzero submodules have nonzero intersection. Suppose the right regular module of a right Noetherian domain were not a uniform module. Choose nonzero from two right ideals with zero intersection. Then . The right ideals
form a direct sum. For if , then is zero, so by the noncommutative domain property. Cancel the nonzero factor on the left and repeat to obtain every . Each summand is nonzero, so their finite partial sums form a strictly ascending chain of right ideals. This contradicts the ascending chain condition of a right Noetherian ring. Hence is a uniform right module.
It follows that whenever : there are nonzero with . This is the right Ore condition for the multiplicative set ; zero numerators cause no difficulty. The Ore localization theorem therefore constructs the ring of right fractions
The map is injective because an element mapping to zero is annihilated on the right by some nonzero denominator, impossible in a noncommutative domain. To make the denominator convention concrete, if then
For multiplication, choose with ; then
Common right multiples make these operations independent of the chosen representatives. Every nonzero has inverse , so is a division ring. The original field is central in and therefore in the inverses as well, making a division algebra over . No commutative fraction field construction is being assumed.
Put , so an -bimodule is a left -module through . The Hochschild cohomology is
Equivalently, the Hochschild cochain complex has and coboundary map
Its cohomology agrees with the displayed Ext functor because the bar resolution of an associative algebra is free over when is a field. The Hochschild cohomological dimension is
The supremum uses all bimodules, not merely the finitely generated one supplied in the question; an unbounded projective dimension is infinity.
An extension in this classification is a square-zero extension of an algebra: a short exact sequence , where and are unital algebras, is unital, and is its two-sided ideal with and induced -bimodule structure equal to the prescribed one. An equivalence of extensions is an algebra isomorphism of the middle terms commuting with the maps and inducing the identity on both and . Arbitrary isomorphisms of middle algebras, or extensions without the square-zero ideal requirement, are not classified by this cohomology group.
Choose a -linear map section with . Its multiplication defect
is a normalized Hochschild cocycle: , and associativity in gives . Changing to , where , changes the defect to , since .
Conversely, for a normalized Hochschild cocycle , put as a vector space and define
The Hochschild cocycle equation is exactly associativity, and is the identity. If , the map , , is an equivalence. Conversely, every equivalence has this form after choosing sections. The normalized Hochschild cochain complex computes the same cohomology as the full complex: in the bar resolution of an associative algebra, the degenerate terms containing an inserted identity form a contractible subcomplex. Passing to the normalized bar resolution of an associative algebra, then applying the Hom functor, gives the same cohomology. Thus every class has a normalized representative. We obtain a bijection between and equivalence classes of square-zero extensions.
For a formal associative deformation, a completion convention is necessary. The usual star product lives on the formal power series module
This is the adic completion of a module applied to the ordinary tensor product, rather than literally the ordinary when is infinite-dimensional. For example, lies in but not in the ordinary tensor product, whose coefficient spaces have finite-dimensional span. The two agree when is finite-dimensional. We interpret the printed notation in this standard completed sense; the infinite iteration below requires that interpretation.
A star product is a -bilinear, unital product continuous for the adic topology satisfying associativity of the form
It is a trivial formal deformation if a -linear automorphism continuous for the adic topology , with , satisfies .
If , then . Suppose changes of coordinates have removed all coefficients below order . The order- part of associativity then says . Hence for a -linear map . Its normalization gives , since . Transport the product by :
The order- coefficient becomes , and lower coefficients remain zero. Repeating constructs compatible changes of coordinates modulo every . They converge in the adic topology to an invertible fixing , with inverse obtained coefficient by coefficient. The limit product is ordinary multiplication. Therefore every star product is trivial under the completed formal-series convention. In fact, the argument only needs the vanishing of , not all of Hochschild cohomological dimension at most one.
Put and let be the canonical global section cutting out the effective Cartier divisor . The divisor restriction exact sequence gives
The hypothesis says is an ample line bundle. By Serre vanishing, for all sufficiently large , so the long exact sequence in sheaf cohomology makes
surjective for all such . These are finite-dimensional vector spaces. Their dimensions form a nonincreasing sequence of nonnegative integers, so the maps are isomorphisms from some point on. Exactness then implies that the restriction
is surjective for all sufficiently large .
Choose such an for which is also a globally generated line bundle. Lift a generating collection of its global sections to . At each point of , one lift has nonzero image in the one-dimensional residue-field fibre, hence generates the stalk of by Nakayama lemma. Outside , is nowhere zero and generates . Together these sections generate it everywhere. Therefore
This proof works on an arbitrary projective scheme because the defining section of an effective Cartier divisor is a non-zero-divisor. If is empty, and the conclusion is immediate. Semiampleness is the conclusion: the pullback of a line avoiding the centre of a blowup of a smooth algebraic surface of satisfies the hypothesis on its support but has zero intersection with the exceptional curve, and therefore is not ample.
For each fixed in the nonnegative orthant, the map is a continuous linear function on the vector space of real symmetric matrices. Thus
is an intersection of closed half-spaces, using the Frobenius inner product on this space. Arbitrary intersections of closed sets are closed, so is closed.
If and , then for every . Therefore , including the zero matrix when . Hence
The copositive cone is defined in the real space of symmetric matrices; symmetry is needed later to recover every matrix entry from these quadratic forms.
The real vector space of symmetric matrices has dimension . By the conic Carathéodory theorem, every member of is a conic combination of at most generators. Absorb each nonnegative coefficient into its vector through .
If converges to , write, padding with zero vectors if necessary,
The matrix trace satisfies
The left side is bounded because converges. Thus the finite tuple is bounded. The Bolzano-Weierstrass theorem gives a subsequence on which every vector converges, say . Continuity of the outer product now gives . Hence
This proves closedness of the completely positive cone. The uniform bound on the number of factors and the matrix trace bound are both essential: an arbitrary conic hull of a closed generating set need not be closed.
Write , where since is a finite-dimensional vector space over its prime field. Every nonzero element satisfies by Lagrange theorem, so is exactly the splitting field of over . The derivative is , making it a separable polynomial. Thus the extension is a normal field extension and a separable field extension, hence a Galois extension.
The finite-field Frobenius automorphism fixes and has . If with , all elements would be roots of the degree- polynomial , impossible. It has order , equal to the degree of the Galois extension. Therefore
The dual vector space is , the vector space of all linear functionals on . For a vector subspace , its annihilator of a vector subspace is
Given a basis , define by and extend linearly. If , evaluation at gives , so the are linearly independent. Every satisfies
so they also span and therefore form its dual basis.
Write . The condition is
Gaussian elimination gives and . Hence
A quadratic form on a finite-dimensional real vector space is a function for some symmetric bilinear form . A positive-definite quadratic form satisfies for every .
Completing squares gives
Set , , . The corresponding ordered basis in the original coordinates is
and the diagonal form is . All diagonal coefficients are positive, so the form is positive definite.
A basis of a vector space is a family of vectors that is both linearly independent and a spanning set of .
Write the given finite basis as . First, any other basis must also be finite. Each is a finite linear combination of elements of , so the union of the finitely many elements of occurring in these expressions is finite. Since spans every , it spans . If some existed, then would lie in the span of , contradicting the linear independence of . Hence ; write .
It remains to prove the elementary Steinitz exchange lemma directly. If independent vectors lie in the span of , express in terms of the . Some coefficient is nonzero, so the corresponding can be solved for in terms of and the other ; replacing it by preserves the span. Inductively, after replacing of the by , the expression for must have a nonzero coefficient on one of the unreplaced , since otherwise would be a linear combination of . That can again be replaced. There are only original vectors to replace, so .
Apply this argument first to the independent family and the spanning family to obtain , and then with the two bases interchanged to obtain . Therefore
Two norms and on one vector space are Lipschitz equivalent when constants exist such that
A Lie group is a group and smooth manifold whose multiplication and inversion are smooth. A Lie algebra is a vector space with a bilinear alternating bracket satisfying the Jacobi identity. For a Matrix Lie group , a logarithmic chart of a matrix Lie group near sends to ; the matrix exponential is its local inverse, and the Baker--Campbell--Hausdorff formula makes the local group operations smooth.
For , consider the group commutator
Its logarithm takes values in the vector space , and expansion at gives
Thus is closed under the commutator. Bilinearity, alternation, and the Jacobi identity follow from matrix multiplication, so this proves that the Lie algebra of a matrix Lie group has
A principal bundle with structure group is a smooth fiber bundle with a free right -action, each fiber a single orbit, and equivariant local trivializations .
For the right action of the unitary group on , define
The matrix is a positive-definite matrix and a Hermitian matrix, and for . The polar decomposition of an invertible complex matrix gives the unique factorization
Consequently
is a diffeomorphism. If is a neighborhood of zero and , then is an open neighborhood of , it is a union of complete orbits, and
Moreover, two matrices have the same value of exactly when they differ by right multiplication by a unitary matrix. Thus induces the smooth identification
under which is projection . This is the general linear group modulo the unitary group, and is in fact a globally trivial principal -bundle.
A Lie group is a group that is also a smooth manifold, with differentiable multiplication and inversion. A Lie algebra is a vector space with a bilinear alternating Lie bracket satisfying the Jacobi identity.
For a Matrix Lie group , put . If , the matrix commutator again lies in : the group commutator lies in , and the coefficient of in its matrix logarithm is . Bilinearity and antisymmetry are immediate, while associativity of matrix multiplication gives the Jacobi identity. Thus , with the commutator bracket, is the Lie algebra of a matrix Lie group .
The special linear group is the inverse image of the regular value under the smooth determinant map, and multiplication and inversion are smooth. Differentiating shows that
The Cayley-Hamilton theorem applied to a trace-zero two-by-two matrix gives
The exponential map of a matrix Lie group is the matrix exponential
Since , its image lies in . Put . The identity sums the series explicitly. If , with ,
If , the trace is , while if , with ,
Hence
But has trace . It is therefore outside the image, so the exponential map is not surjective.
The rank of a matrix is the dimension of its column space, equivalently the dimension of the image of a linear map represented by the matrix. For , the rank-nullity theorem gives
An injective endomorphism of a finite-dimensional vector space is surjective, hence invertible. By the adjugate matrix identity
is invertible when ; conversely, multiplicativity of the determinant shows that an invertible has nonzero determinant. Therefore
Let be the matrix unit with its only nonzero entry at . The following matrices are all nonsingular:
Indeed, is an elementary shear when , while is diagonal with one diagonal entry equal to two. Their linear span contains every except initially , because , and it then contains
Thus spans the -dimensional space and, having members, is a basis. This also covers , when .
Now let be a nonsingular zero-one matrix. If it had fewer than zero entries, at least two rows would contain no zero at all. Those two rows would both be the all-one row, contradicting linear independence. Hence every such matrix has at most
ones. The bound is attained. Let be the all-one matrix and set
where there are initial diagonal ones. If and , the first row equations give , while the last gives . Hence every , so is nonsingular and has exactly ones. Therefore
An by matrix has matrix rank exactly when at least one of its by minors has nonzero determinant. For each multi-index , the set
is open in the vector space of all real by matrices, because the determinant is continuous. Their union is , so is itself open in . It therefore inherits the standard smooth manifold structure and has dimension . This is the full-row-rank matrix manifold.
Let be the maximal ideal and the finite residue field. The maximal ideal of an Artinian local ring is nilpotent, so for some . Every quotient
is both an Artinian -module and a vector space over . An Artinian vector space is finite-dimensional, hence each quotient is a finite set. The finite filtration
therefore proves that the underlying set of is finite. This is the Finiteness criterion for an Artinian local ring.
If , then the utility function is increasing, so for every ,
Taking suprema gives .
For , let and attain the suprema at and . Because is a vector space,
The concavity of now gives
Thus is increasing and concave, as stated by optimized affine shift of concave utility.
Schur lemma says that an intertwining linear map between irreducible finite-dimensional complex representations is either zero or an isomorphism. In particular, every endomorphism of an irreducible complex representation is a scalar multiple of the identity.
A continuous representation of a topological group is a continuous homomorphism
for a finite-dimensional complex vector space . It is a unitary representation if has a positive-definite Hermitian inner product for which
for every and .
For , start with any positive-definite Hermitian form and average it using normalized Haar measure:
Translation invariance makes this form -invariant, and positivity is preserved, proving unitarity. Since is abelian, the operators commute; since they are unitary, they are normal. Simultaneous diagonalization therefore decomposes into common one-dimensional eigenspaces. Thus every representation of the circle group is a direct sum of one-dimensional representations.
Write
The group law and inverse are
A calculation gives
Every element of the centre occurs by taking, for example, and . Hence the commutator subgroup is exactly . The image of a one-dimensional representation is abelian, so the one-dimensional representation kills the commutator subgroup and its kernel contains .
Now let be a complex representation of . Its restriction to the central subgroup
is a representation of the circle group. Decompose it into its distinct weight spaces:
Because is central, every commutes with its action and preserves every common eigenspace. Thus the are -subrepresentations, as asserted by the central circle weight-space decomposition.
Let . The map
is a one-dimensional representation of ; after composition with , its kernel contains . On its value is
so . A continuous character of has the form ; the displayed identity forces . Therefore every is trivial. Since the were distinct, and .
It follows that every finite-dimensional complex representation of kills the entire nontrivial central circle . Its kernel is therefore nontrivial, so no such representation is faithful. This is the real Heisenberg quotient has no faithful finite-dimensional representation.
The dual space is
the vector space of linear functionals on . If is a basis of a finite-dimensional , define . Every has the unique expansion
so the dual basis proves
For , its annihilator of a vector subspace is
If is a basis of and is extended to a basis of , then
Consequently
If , this dimension is positive, giving a nonzero functional that vanishes on .
For a linear map , the dual map is
Now
so
Every vanishes on , hence
The two spaces have the same dimension, since
Thus
Let be the quotient map. Since is onto, is injective, and the preceding identity gives
Therefore
For the inclusion , the map is restriction to . It is onto and has kernel
The first isomorphism theorem now gives the other duals of a subspace and its quotient:
An -module is free if it has a basis: a subset such that every element has a unique expression as a finite -linear combination of elements of .
Choose a maximal ideal of the nonzero ring . If , quotienting by gives
These are vector spaces over the field , so equality of dimension gives . This proves invariant basis number for a commutative ring.
A direct summand of a free module need not be free. Take . Its ideals and satisfy
so . But has three elements, whereas a finite-rank free -module has elements; hence is not free.