Put
Since are unit vectors,
The feasible inner products with two unit vectors satisfy
The desired pair is feasible exactly when . In that case every maximizer has these inner products. If , symmetry and strict convexity force , and the nearest feasible diagonal point is
Using the vector triple product,
Hence
Rotations preserve dot products and cross-product lengths, while . Thus
Let
The target pair is feasible precisely when
or
On this interval,
Outside this interval, let be the unique number for which
and write . These equations give the unique weighted projection of onto the feasible ellipse, and therefore determine the maximizing inner products solely from . In the remaining cases,
Neither answer depends on or .
Write . The hypothesis says . Expanding at gives
whereas expanding at gives
Therefore for every , so
This is the complex polarization argument for a vanishing quadratic form.
The conclusion is false over a real inner product space. On , the nonzero operator
satisfies for every .
For every ,
If is normal, these quantities are equal. Conversely, equality of the norms for all gives
The operator in parentheses is self-adjoint, so polarization makes it zero. Therefore
The same equivalence holds over a real inner product space: for a self-adjoint operator , the real polarization identity
shows that a vanishing quadratic form forces .
Let be the standard complex structure on , let be the standard symplectic form, and let be the Euclidean inner product. They satisfy
The two-out-of-three property for unitary structures says that a real linear map preserving any two of these structures preserves the third. In terms of the corresponding matrix groups,
For example, if preserves and , then
so preserves . If it preserves and , the second displayed identity shows that it preserves . Finally, is uniquely determined by , so preservation of and implies . The common intersection is therefore the unitary group.
Any symplectic form on orients its tangent bundle. Choose a compatible complex structure and inner product; this reduces the structure group to . Since every line in an oriented symplectic plane is Lagrangian,
is an oriented circle bundle.
If a transition function of rotates vectors through an angle , its action on unoriented lines rotates the coordinate through . The Euler class of the Lagrangian-line bundle of an oriented plane bundle therefore gives
By the Poincaré-Hopf theorem,
for the chosen orientation, up to changing both signs. Hence the Euler number of is , which is nonzero. A smoothly trivial oriented circle bundle has zero Euler class, so cannot be smoothly trivial for any choice of symplectic form.
When all masses are equal, the free energy depends on the real vector only through inner products, so its symmetry is the orthogonal group . The mean-field potential is
For , its unique minimum is , which preserves . For , the minima form the sphere
Choosing one minimum leaves the subgroup that fixes its direction, so spontaneous symmetry breaking gives .
The oriented normal vectors to the planet and dust-belt planes are
Their inner product is the cosine of the mutual inclination, so
If , this reduces to ; equal inclinations then give . If both planes are face-on, it likewise gives , independently of their undefined nodal longitudes. Reversing an observationally unidentified ascending node by produces the familiar orbital-plane orientation degeneracy for an axisymmetric belt.
Set . The off-diagonal Hermiticity identity holds automatically, while
must be real. Thus
is necessary and sufficient. For , put . Since the two normalized spanning vectors are linearly independent, .
The normalized eigenvectors and eigenvalues are
Direct application of verifies the eigenvalue equations. Their unnormalized inner product is
so the distinct eigenvectors are orthogonal, as required for a Hermitian operator. If , and every vector is an eigenvector.
The operator maps the computational orthonormal basis to the orthonormal basis . It therefore preserves inner products and is surjective, so and is unitary.
For every tangent vector , stationarity of on the sphere gives . Hence is parallel to , say . Taking the inner product with gives . The spectral theorem shows that this is the largest eigenvalue.
For the eigenvalues are , so
Its graph is a V translated upward and is convex.
A root system in the real inner product space is a finite spanning set such that
where the orthogonal reflection
For a crystallographic root system one additionally requires ; that condition is not needed for general finite reflection groups.
A fundamental system of a root system is a basis such that every root has either all nonnegative or all nonpositive coordinates in this basis. Its associated positive system of a root system is
and .
Write . Taking the cross product of the equation of motion with gives
Since at every time, the orbit lies in the fixed plane perpendicular to the conserved specific angular momentum . Taking the inner product with gives the conserved specific orbital energy
For , the effective inverse-square force is repulsive and the potential term is positive.
The restricted trace map is continuous, and is its kernel, so is a closed vector subspace of the Hilbert space . It is therefore complete in the norm. Part a shows that the gradient norm
is equivalent to that norm, so it is complete as well. It comes from the inner product
Consequently is a Hilbert space.
An orientation selects the positive ordered bases in each tangent space. On an oriented -dimensional Riemannian manifold, the Riemannian volume form is the unique smooth -form satisfying
for every positively oriented orthonormal frame. In positively oriented local coordinates,
The metric induces an inner product on the bundle of -forms. The Hodge star operator is the unique linear map
such that
for all -forms . With the codifferential , the Laplace-Beltrami operator on differential forms is
The Hodge decomposition theorem says that on a compact oriented Riemannian manifold,
an -orthogonal direct sum, where is the finite-dimensional space of harmonic -forms. Every de Rham cohomology class has exactly one harmonic representative.
Mackey and induced representation sum over . Coprimality makes every trivial, each double coset has size , and each local inner product is . Therefore
The prescribed form is a sum of products of real polynomial evaluations. It is a symmetric bilinear form, since each evaluation is a linear map. Also
Equality forces . A nonzero polynomial of degree of a polynomial at most two cannot have three distinct roots of a polynomial, by the root bound for a polynomial. Thus equality holds only for the zero polynomial, establishing positive definiteness. Therefore the form is a real inner product, and is an inner product space. This is a discrete sampling inner product on polynomial spaces.
Use from i. Their inner products with are
Thus . Its values at are , so
By ii the three polynomials are orthogonal vectors, and normalizing gives
This orthonormal set is a basis of the three-dimensional vector space . It is the result of the Gram-Schmidt process applied to .
The relevant inner products are
Hence and are orthogonal vectors. Dividing by their norms gives the orthonormal basis
of their linear span .
is not an orthogonal matrix. Its first column has squared Euclidean norm
so . The reason this is compatible with ii is that is not an orthonormal basis for the given inner product. Its Gram matrix is
The correct condition on this matrix representation of a linear map is
which follows either by direct multiplication or by the inner product preservation just proved. This is the rule for an orthogonal transformation in a nonorthonormal basis.
If is an orthogonal transformation and is an orthonormal basis, then
The images form an orthonormal set, hence are linearly independent and form an orthonormal basis in dimension three.
Conversely, suppose the images of one chosen orthonormal basis form an orthonormal basis. Write and . By linearity of and bilinearity,
Thus mapping one orthonormal basis to an orthonormal basis is equivalent to preserving every inner product. In the converse, a single chosen orthonormal basis suffices.