Past exam of the mathematics course of the University of Cambridge 2014 iii Paper 63 3 b i Solution Created 2026-10-03 Updated 2026-10-06
Let . Define the second initial state by , while . The unitary time evolution preserves their inner product:Both initial states are normalized and evolve to the chosen final pair. This supplies the orthogonal partner needed for topological quantum order. The remaining requirement is local indistinguishability, which is proved in the next condition's solution.
Past exam of the mathematics course of the University of Cambridge 2014 iii Paper 72 3 c Solution Created 2026-10-03 Updated 2026-10-06
Use the orthonormal Fourier series basis , indexed by , and the Hilbert space inner product . The integral operator is a periodic convolution operator. Changing variables and using periodicity givesThere is no extra factor : the paper's already includes the full integral, rather than its normalized Fourier-series coefficient. The adjoint kernel is , so .
A singular system of a periodic convolution operator is thereforeIndeed and . The unit factor determined by the complex argument of in is necessary when the complex Fourier coefficients are not positive real numbers. Both families are orthonormal and complete, since every . One may enumerate by , or order the positive singular values by decreasing magnitude.
The continuous kernel on a finite square makes a Hilbert-Schmidt operator, hence compact. Since is continuously differentiable and periodic, integration by parts gives, for ,by the Riemann-Lebesgue lemma. In particular the singular values tend to zero. Nonzero multipliers imply both and : the range is dense, but the inverse is unbounded and the range is not closed.
Past exam of the mathematics course of the University of Cambridge 2014 iii Paper 7 4 a Solution Created 2026-10-03 Updated 2026-10-06
Use the genuine planar Givens rotationIn the second component the cosine multiplies : the repeated in the printed formula is an error. With that printed expression, at the pair becomes , which does not preserve length or measure. The rotation-based claims require the corrected expression. Also take , since the normalization by is undefined for .
Let and . The change of variables formula and determinant one give . Thus each is a unitary operator, with adjoint . The Kac collision operator is the averageThe Minkowski integral inequality gives , so is bounded. For the Hilbert space inner product, integration and the angular change giveHence and . In fact a nonzero radial Gaussian function is fixed by every rotation, showing . Angular averages can be understood as strong Bochner integrals; continuity of rotations in follows first for smooth compactly supported functions, then by density.
Past exam of the mathematics course of the University of Cambridge 2015 ia Paper 1 8A a i Solution Created 2026-09-24 Updated 2026-10-06
For the standard complex inner product, . Using the conjugate transpose and the defining equality for a normal matrix,Both norms are nonnegative, so for every .
Past exam of the mathematics course of the University of Cambridge 2015 ia Paper 1 8A a iv Solution Created 2026-09-24 Updated 2026-10-06
The adjoint eigenvector identity for a normal matrix gives . HenceAs , . Thus eigenvectors in distinct eigenspaces of a normal matrix are orthogonal in the complex inner product.
Past exam of the mathematics course of the University of Cambridge 2015 iii Paper 17 5 Solution Created 2026-10-03 Updated 2026-10-06
Use real differential forms and the usual convention that a smooth manifold has no boundary unless one is specified. On a noncompact manifold the formal-adjoint identity below uses compactly supported forms. On a compact manifold it has no boundary contribution; if a boundary were allowed, extra boundary conditions would be necessary.
The Riemannian metric gives the dual inner product on and hence the inner product on exterior powers of a cotangent space:Extend this bilinearly. Equivalently, the increasing wedge products of an orthonormal coframe are an orthonormal basis of . The Hodge star operator is the unique map satisfying . If is a positively oriented orthonormal coframe, . Moving the factors of across the factors of its complement changes the sign by , soThe basis formula also proves that is an isometry.
For and with compactly supported product, the Stokes theorem and the Leibniz rule for the exterior derivative giveThus . The formal adjoint operator satisfies . Applying the inverse star and its square on degree gives the codifferentialThe exponent is congruent to modulo two, so this convention is consistent in every degree. Define the Hodge Laplacian by and a harmonic differential form by . On a compact manifold,Both nonnegative terms vanish for a harmonic form, giving . Conversely these two equations imply harmonicity.
Now let . The printed eigenvalue relation omits the subscript on its right-hand side; the intended equation is . On two-forms , soThese are respectively self-dual two-forms and anti-self-dual two-forms, and sum to . Their uniqueness follows because the and eigenspaces have zero intersection. Star is an orthogonal involution here, hence is self-adjoint and its opposite eigenspaces are orthogonal.
For closed two-forms define . Adding to changes the integral by ; adding an exact form to has the same effect. This is the real de Rham intersection form in dimension four. The wedge product of differential forms in degrees two and two is symmetric because ; hence is a symmetric bilinear form on .
In four dimensions in every degree. If is a harmonic two-form, gives , and gives . Thus is harmonic, and is the harmonic star-eigenspace decomposition. Use the permitted unique harmonic representative for each de Rham cohomology class. For harmonic ,The mixed terms vanish by orthogonality. The first restriction is positive definite and the second negative definite. In particular a nonzero harmonic has , proving nondegeneracy. Hence the signature of the intersection form from harmonic duality isThe finite dimensions and the harmonic description also follow from the Hodge decomposition theorem.
For completeness, the Hodge decomposition theorem on a compact oriented Riemannian manifold without boundary states the finite-dimensional harmonic space and the -orthogonal direct sumThe three summand components are unique, although their potentials need not be. Given an exact three-form on , decompose its smooth two-form potential as , with . Since and , . Put . In dimension four, , and on two-forms gives , so . ConsequentlyThis constructs a self-dual primitive of an exact three-form. The sum contains no factor : it is twice the self-dual projection of the coexact potential. Using the unscaled projection alone would give . This proves the final unheaded request.
Past exam of the mathematics course of the University of Cambridge 2015 iii Paper 2 2 Solution Created 2026-10-03 Updated 2026-10-06
Use the sl2 Lie algebra relations , and . A highest-weight vector satisfies and , and . For , . Assuming the formula at , one getsThus the sl2 highest-weight lowering formula isIn particular a finite-dimensional Irreducible Lie algebra representation has highest weight and weight vectors , as in the classification of finite-dimensional sl2 representations.
Let be a finite-dimensional Irreducible Lie algebra representation of a complex semisimple Lie algebra, with highest weight . Write , taking it to be zero when is not a weight, and let be the half-sum of positive roots. The Killing form induces an inner product on the real span of weights. Freudenthal multiplicity formula statesThe sums are finite. For a weight , the coefficient on the left is positive: move into the dominant Weyl chamber, use that a weight is below in dominance order, and note that does not increase on moving back out of that chamber. The resulting recursion starts from .
Here is a proof using the allowed Casimir operator. Choose root vectors for positive and negative roots, normalized by , and let satisfy . Invariance of a bilinear form on a Lie algebra gives . If are dual bases of the Cartan subalgebra under , the Casimir operator isOn the weight space of , the first sum acts by . Replacing with givesDefine . The cyclic trace identity between adjacent weight spaces and the commutator relation yieldIterate upwards until the weight spaces vanish to obtain . Finally take the trace of the displayed restriction of . Its Casimir eigenvalue is , so subtracting proves the formula. This trace argument handles weight multiplicities greater than one without choosing a separate sl2 Lie algebra string through each vector.
Past exam of the mathematics course of the University of Cambridge 2015 iii Paper 2 5 Solution Created 2026-10-03 Updated 2026-10-07
For a complex semisimple Lie algebra , a Cartan subalgebra is a maximal abelian subalgebra consisting of elements whose Adjoint representation matrices are diagonalizable. Equivalently it is a nilpotent self-normalizing Lie subalgebra. The root-space decomposition iswhere the roots are the nonzero weights of that Adjoint representation.
We use these properties of the Killing form : it is nondegenerate on and on , it is invariant, distinct root spaces are orthogonal unless their roots sum to zero, and pairs nondegenerately with . Define by , and choose , with . Since weights add, , and invariance givesThe nonisotropic root lemma shows . Here is its short proof: if this number were zero, the span of would be a solvable Lie algebra with central. Apply the Lie theorem to its action on . The commutator would be strictly upper triangular and hence nilpotent. But makes it diagonalizable. It would therefore be zero, putting in the zero center of a Lie algebra of , contrary to its definition. SetThenso their span is the sl2 subalgebra associated with a root.
The abstract reduced crystallographic root system axioms are as follows. In a finite-dimensional real inner-product space , the set is finite, consists of nonzero vectors and spans ; for every , one has ; the root reflection preserves ; and is an integer for every pair of roots. We verify the positive-definite real form as well as these axioms, rather than assuming the complex Killing form is already positive.
First is finite and has no zero element by its definition. The roots span over : any annihilated by all roots commutes with the whole root-space decomposition and is central, hence zero. Therefore the , and also the , span over . For every root , the classification of finite-dimensional sl2 representations applied to the Adjoint representation of the root subalgebra gives . Put . Every root takes real values on this space, andThe strict inequality follows because the roots span . This also shows that the complexification of injects into : an equality with real would contradict positivity of and . Since its complex span is all of , it is a real form. Moreover , so is a real scalar multiple of . The dual inner product thus makes a Euclidean space, as in the Euclidean subspace of a Cartan subalgebra.
To prove reducedness without assuming it, consider the root-subalgebra modulewith absent root spaces understood to be zero. Its weights are even, so every nontrivial Irreducible Lie algebra representation in it has even positive highest weight and one-dimensional weight-zero space. The action of on its weight-zero space has image exactly , of dimension one. Therefore there is precisely one nontrivial irreducible summand, the already embedded adjoint module of highest weight . Thus and . If is any root on the same real line, the integral numbers and have product . Hence is one of ; the half and double cases are excluded by applying the preceding argument to the appropriate root. This proves the root-space reducedness lemma and .
For a root not parallel to , the sum of root spaces is stable under the root . Its integer weights are symmetric under sign in each irreducible summand. Therefore the weight also occurs, at the root . The Killing form normalization givesso this root is exactly . For the reflection just swaps the two roots. This proves reflection invariance and the Cartan integer condition. All axioms of the reduced crystallographic root system have now been verified.
Past exam of the mathematics course of the University of Cambridge 2015 iii Paper 28 2 Solution Created 2026-10-03 Updated 2026-10-06
A normalization is important here. I use the covolume-one theta function of a fractional ideal, for which the requested limit is , and also give the formula for the unnormalized Gaussian theta sum.
Let , let , and choose one field embedding for each Archimedean place. The Minkowski embedding of a number field identifieswith a real inner-product space havingIts Euclidean Lebesgue measure is . With this convention, the covolume of a fractional ideal lattice iswhere is the field discriminant and is the positive absolute norm of a fractional ideal. Thus the Euclidean lattice has covolume . DefineThis Gaussian theta sum converges absolutely whenever every .
The trace dual of a fractional ideal isHere is the inverse different. Since , we have . There is a subtle distinction between the trace pairing and the positive inner product: the dual lattice of is , where the bar conjugates the complex coordinates and fixes the real ones. Indeed,Consequently . Coordinatewise complex conjugation preserves the weighted squared lengths in the Gaussian theta sum.
Here are the precise analytic formulas used in the proof. For a Schwartz function on , take the Fourier transform to beFor a full Euclidean lattice of covolume , the Poisson summation formula for a Euclidean lattice isFor , the Gaussian Fourier transform, applied in orthonormal real coordinates, givesMore generally, for a real positive-definite matrix that is symmetric. Each complex coordinate contributes two real coordinates, which explains its exponent .
Apply the Poisson summation formula for a Euclidean lattice to , whose covolume is , and use the preceding description of its dual lattice. The anisotropic theta functional equation isFor comparison, the unnormalized Gaussian theta sumhas the functional equationand its corresponding limit is rather than . Explicitly, our normalization is .
For the small-parameter asymptotic of a lattice theta sum, means that every coordinate tends to zero. In , the zero lattice vector contributes . Every nonzero vector contributes a term tending to zero. Once every , all these terms are bounded by the summable Gaussian theta sum . The dominated convergence theorem therefore gives . Using the anisotropic theta functional equation,The condition that every coordinate tends to zero matters; alone would not justify this argument.
Past exam of the mathematics course of the University of Cambridge 2015 iii Paper 43 3 Solution Created 2026-10-03 Updated 2026-10-06
Use signature and take the covariant spatial components as canonical coordinates. The canonical quantization of the electromagnetic field begins with the canonical momentaThus the primary momentum constraint of the electromagnetic potential is : has no independent velocity. The Hamiltonian obtained by the Legendre transform in mechanics, up to a boundary term, isPreserving the primary constraint requires the Gauss law constraint in gauge theory, . It also follows by varying . These are two first-class constraints; they generate the gauge freedom and remove two canonical pairs from the four potential components. The reduced phase space has four dimensions per spatial mode, hence two propagating photon degrees of freedom.
Impose Coulomb gauge, . With no charges, Gauss's law then gives ; vanishing boundary conditions set . This is radiation gauge. The remaining components are transverse and obey the massless wave equation. Let , , be orthonormal transverse polarization vectors. Their photon polarization completeness relation isThe canonical transverse photon field is the Hermitian operatorwhereThe field and its conjugate momentum have the transverse equal-time commutatorThis is the quantized reduced bracket, or equivalently the Dirac bracket after imposing the constraints and gauge conditions. The normal-ordered Hamiltonian is . Its excitations are photons; circular combinations of the two transverse polarizations have helicity and . The scalar and longitudinal potential components do not create additional physical photons.
The Feynman propagator is the vacuum expectation of a time-ordered product. The mode expansion directly gives the radiation-gauge photon propagator, with :The first expression comes from the creation-annihilation commutator; the second is its contour-integral representation. The positive-energy pole lies below the real axis and the negative-energy pole above it. In this reduced free-field description, the temporal operator is zero. A photon propagator must specify its gauge; the spatial transverse propagator is not the same tensor as the covariant four-potential propagator.
For the commonly used covariant form, add the gauge fixing term . The resulting Fourier-space kinetic operator isThe inversion of the gauge-fixed Maxwell kinetic operator gives . In Feynman gauge, , the photon propagator isEquivalently, with the vacuum pole prescription. For general , the momentum-space numerator is .
A covariant canonical realization uses four polarization oscillators with . The resulting indefinite inner product is auxiliary. In Gupta-Bleuler quantization, impose and take the Gupta-Bleuler null-state quotient. The scalar-longitudinal combination is thereby removed from the physical state space, leaving the same two transverse photon states. Thus the four-component Feynman-gauge numerator does not imply four physical polarization states.
Past exam of the mathematics course of the University of Cambridge 2015 iii Paper 44 4 Solution Created 2026-10-03 Updated 2026-10-06
Use flavor hypercharge , where is baryon number and is strangeness. The isospin coordinate is . The baryon octet has coordinatesHere the nucleons have , the Sigma baryons and Lambda baryon have , and the Xi baryons have . The central Sigma baryon belongs to an isospin triplet while the central Lambda baryon is an isospin singlet; equal coordinates do not identify the states.
The pseudoscalar meson octet isThe pions have , the upper kaons have , and their lower antiparticles have . The two central states are the neutral pion and the Eta octet state. This is the octet basis of flavor symmetry; the physical eta can also mix with the flavor-singlet state.
For the flavor SU(3) Cartan generators, choose the Hermitian physics convention and the inner product . Then an orthonormal diagonal basis isStrictly, are elements of the anti-Hermitian SU(3) Lie algebra; are the corresponding Hermitian observables. In the quark basis , the up and down quarks form an isospin doublet and the strange quark is a singlet. Their values are . Each quark has baryon number , and their strangeness values are . It follows thatThese flavor hypercharge conventions differ from the electroweak hypercharge convention. If instead the inner product is , the orthonormal basis is , , and the same operators are , .
In the ordinary quark model, the proton has valence content and charge , while the neutron has content and charge zero. Additivity of electric charge gives and , hence , . The Sigma baryon has content and charge , giving . Thus the quark triplet's electric charges, in units of the positive elementary charge, areThe Gell-Mann--Nishijima formula is consequentlyIt also reproduces every baryon octet charge from the first diagram. On antiquarks the additive quantum numbers reverse sign, and combining a quark with an antiquark reproduces the meson octet charges.
Because the down and strange quarks have identical electric charge, commutes with the U-spin generatorsThey satisfy ; equivalently the anti-Hermitian matrices span an subalgebra. The entries on the block of are equal, so for all three U-spin generators. The electric charge is therefore constant within each irreducible U-spin multiplet. For example, U-spin relates and , and relates and , without changing their charge. It does not imply exact mass degeneracy: unequal down- and strange-quark masses break U-spin.
For pion-nucleon octet channels, assume the collision is governed by the strong interaction. The initial baryon number is one and strangeness is zero, so an outgoing meson-baryon pair must preserve , , and electric charge. Thus its total flavor hypercharge is . The allowed types areA kaon of can accompany a Lambda baryon or Sigma baryon of . An antikaon cannot balance the nonpositive strangeness of an octet baryon. A Xi baryon would require a meson of , which the meson octet does not contain.
Resolving these types by electric charge gives all possible pairs:In the isospin-symmetric approximation, total isospin is conserved as well: the incoming contains . The and channels contain both values, while and contain only . The extreme-charge initial states are pure , consistently excluding and . Clebsch-Gordan coefficients relate amplitudes in different charge channels; the table establishes permission, not equal probabilities. Electromagnetism and unequal up- and down-quark masses introduce small violations of isospin symmetry.
Finally, energy and momentum conservation require for a particular pair, where is the squared total four-momentum. Only channels above their own threshold can occur. Total angular momentum and parity symmetry in quantum field theory constrain the partial waves of the meson-baryon scattering: a pseudoscalar meson and a positive-parity spin-one-half baryon have pair parity and total angular momentum (only for ). Initial and final partial waves must have matching and parity. Sufficient energy can open a channel, but cannot remove the electric charge conservation, baryon number, or strangeness constraints.
Past exam of the mathematics course of the University of Cambridge 2015 iii Paper 5 2 5 Solution 2026-10-06
The intended self-adjoint operator identity is , with the inner product linear in its first argument. The printed second must be . Taken literally, the printed identity forces : put and then vary . Its spectral conclusion is then trivial, but it does not define self-adjointness.
For the corrected identity, is real. If , the Cauchy-Schwarz inequality givesThus is injective and bounded below, so its range is closed: a convergent image sequence has a Cauchy sequence of preimages. Its range is dense because its orthogonal complement is , also zero by the same lower bound. Hence it is surjective with inverse norm at most . Therefore
Past exam of the mathematics course of the University of Cambridge 2015 iii Paper 68 5 a Solution Created 2026-10-03 Updated 2026-10-06
For energy stability for variable-coefficient reaction diffusion, let , let be the Dirichlet discrete Laplacian, and set . Use the mesh-weighted inner product with the corresponding discrete L2 norm. For zero boundary values, summation by parts givesFor a solution, or a difference of two solutions, the energy method givesThe Gronwall inequality therefore provesThe constant is independent of , so this is stability of a numerical method on every fixed finite time interval. The bound allows physical growth if ; stability here does not mean uniform boundedness as .
There is also a uniform maximum-norm bound. At a positive spatial maximum the second difference is nonpositive. Applying this observation to and to its negative gives . With a perturbing source , the Duhamel principle gives the corresponding initial-data bound plus in either norm. Thus the estimate controls accumulated residuals as well as initial perturbations.
Past exam of the mathematics course of the University of Cambridge 2015 iii Paper 68 6 Solution Created 2026-10-03 Updated 2026-10-06
For an evolutionary partial differential equation, stability of a numerical method means that errors in the starting data and forcing stay controlled on each fixed interval , with constants independent of the mesh. Fourier stability analysis is especially effective for a constant-coefficient finite difference method on a uniform infinite or periodic grid: translation invariance makes different Fourier modes evolve independently.
For a scalar one-step scheme on the integer lattice, insert , with . The Fourier symbol of each shift is , and the update reduces toThe amplification factor must be defined for every relevant frequency; for an implicit scheme this includes checking that its denominator is nonzero. The Parseval identity turns a bound into a discrete L2 norm bound. Thus gives contractivity, while the more general bound gives for . Conversely, frequencies with amplification uniformly greater than one produce unstable wave packets or periodic Fourier modes under refinement.
For a system, is an amplification matrix; for a multilevel scheme, a companion matrix evolves the vector of time levels. The actual requirement is a uniform bound on matrix powers, not just their spectral radius. A nontrivial Jordan block at a unit-modulus eigenvalue creates polynomial growth in the time index. Even simple eigenvalues inside the unit disk can fail to give a uniform bound if the eigenvector matrices become ill-conditioned as the mesh changes. Uniformly controlled diagonalization of a matrix, or a suitable quadratic energy estimate, resolves this issue. The power boundedness of a two-level Fourier scheme illustrates why root multiplicities and conditioning matter.
For the heat equation, put . Centered space with the Forward Euler method hasThe Von Neumann stability analysis condition holds exactly for on the full frequency interval. The Backward Euler diffusion scheme instead has and is stable for every . The Crank-Nicolson diffusion scheme hasIt too is unconditionally stable, but poorly resolved high-frequency modes have for large , giving oscillatory numerical transients. A-stability therefore does not guarantee strong damping; L-stability distinguishes the damping of the Backward Euler method.
For the advection equation , let . Forward time and centered space giveFor nonzero fixed , repeated steps amplify some modes by a fixed factor greater than one, so the method is unstable under the usual refinement . This calculation also shows the refinement qualification: if , its finite-time growth can be bounded by , though the restrictive scaling defeats the usual hyperbolic time-step choice. For , the upwind finite difference scheme hasso it is stable for . The Lax-Wendroff advection scheme instead hasgiving . These examples separate the effects of the spatial stencil, temporal approximation and Courant number; a higher order of a numerical method by itself does not establish stability.
A periodic boundary condition is ideal for this analysis. The discrete Fourier transform diagonalizes the circulant update, with only the discrete frequencies needed on a grid of points. A bound on all is a convenient guarantee over every such grid. On the whole line, the Fourier transform uses a continuous frequency interval and the Parseval identity proves the corresponding square-summable-data estimate.
Homogeneous Dirichlet boundary conditions do not admit arbitrary complex exponential Fourier modes. For the standard centered second difference on interior points, a discrete sine transform diagonalizes the actual boundary-value matrix:The same heat amplification formulas then apply at these sine frequencies. For example, the exact forward-Euler contractivity limit on that fixed grid is ; the mesh-independent sufficient limit follows by including all frequencies. Homogeneous Neumann boundary conditions can similarly permit a discrete cosine transform, provided the endpoint discretization and its weighted inner product are chosen consistently. The constant mode is then present, reflecting conservation of the heat equation's spatial mean. For inhomogeneous boundary conditions, subtract a suitable lifting of the prescribed boundary data and estimate the induced source using the homogeneous evolution's bound and a Duhamel principle estimate. Bounds for the lifting and source must themselves be uniform in the mesh.
General boundary conditions require separate boundary stability of a finite-difference method. For an advection equation, incoming data are prescribed at the inflow boundary, while an outflow closure must respect the outgoing characteristics. An interior periodic Fourier symbol cannot detect a growing mode confined near a boundary. A normal-mode test on a half-line seeks modes with and that satisfy both the interior recurrence and boundary closure. Their existence proves instability, and uniform control requires more than merely excluding isolated growing roots; the Uniform Kreiss--Lopatinskii condition addresses boundary resolvent bounds. Alternatively, a direct energy method using summation by parts can include the boundary terms and establish the required estimate.
Variable coefficients and nonuniform meshes usually destroy exact Fourier transform diagonalization. Frozen-coefficient Fourier stability analysis is then a useful diagnostic, but it is not automatically a proof for the full variable-coefficient boundary problem. The mesh-uniform energy method in question 5 is an example of a direct proof. Also, an L2 norm proof is not automatically a mesh-uniform maximum-norm proof: finite-dimensional norm-equivalence constants may grow with the number of grid points.
Finally, stability measures error propagation; consistency of a numerical method measures the defect of inserting the exact solution. For a well-posed linear initial-value problem in the chosen norm, the Lax equivalence theorem says that a consistent approximation is convergent exactly when it is stable. Boundary discretization and starting data must be included in that assertion. A Fourier calculation proves convergence only after consistency, well-posedness and the actual boundary treatment have also been checked.
Past exam of the mathematics course of the University of Cambridge 2015 iii Paper 69 6 1 b Solution Created 2026-10-03 Updated 2026-10-06
Use the convention that the inner product is conjugate-linear in its first argument; the real case is the same without conjugates. Linear independence makes the Gram matrix positive definite, so exists and is Hermitian. Define the Riesz dual basis in an inner product space within byThen . Its own Gram entries areHence the inverse Gram matrix is the Gram matrix of the dual vectors:The dual vectors are required to lie in ; adding arbitrary vectors orthogonal to that subspace would preserve the displayed biorthogonality but would destroy this conclusion.
Past exam of the mathematics course of the University of Cambridge 2015 iii Paper 69 6 2 Solution Created 2026-10-03 Updated 2026-10-06
Use the standard partition normalization of B-splines, not rescaling each spline to have supremum exactly one. Let . Then . In the ordinary real inner product, the mixed-normalization spline Gram matrix is , where and . Since the form a basis, is positive definite; is invertible, so is invertible. The undeclared upper index in the printed matrix should be .
We need the standard positivity and normalization properties with their justification. The Cox-de Boor recurrence iswith zero-width terms interpreted as zero. It starts from nonnegative interval indicators. On each lower-order spline's support, its recurrence coefficients are nonnegative, so induction gives . Extend the finite knots outside their endpoints to a full knot sequence. In the full sum, coefficients of each lower-order spline add to one, so the recurrence preserves partition of unity. Our finite collection is a subset of nonnegative B-splines; therefore everywhere. The Marsden identity gives equality on the basic knot interval.
The divided-difference definition also gives support in : below the left endpoint the knot-data function is a polynomial of degree , whose order- divided difference vanishes; above the right endpoint the knot data vanish. Choose and . Integrating in and then taking the divided difference in its knot variable givesbecause an order- divided difference of a monic degree- polynomial is one. The support lies inside , so .
Orthogonality of to the spline space gives , with . Since and has unit integral, . The induced matrix maximum norm is the absolute row-sum norm, soTaking the supremum over nonzero proves the maximum-norm bound for spline projection:The range is , so the printed phrase “onto ” must mean into , and onto . Continuity of the range requires continuous B-splines, for example and internal multiplicities at most . For order-one or discontinuous B-splines, the same bound is valid with codomain rather than .
Past exam of the mathematics course of the University of Cambridge 2015 iii Paper 7 3 Solution Created 2026-10-03 Updated 2026-10-06
For a densely defined operator on a complex Hilbert space, unbounded self-adjointness means equality including equality of the operator domains. Symmetry alone asserts only and is insufficient. Use an inner product linear in its first argument. If , symmetry givesThus is bounded below. Since is closed, its range is closed; its orthogonal complement is , so the range is also dense and therefore all of . The inverse is bounded by . The nonreal resolvent estimate for a self-adjoint operator proves .
For bounded self-adjoint , its numerical range of an operator and numerical radius areEvery number in is real. If , its distance from that closed set is positive, and . The same bound applies to , so the range is dense as well as closed and has a bounded inverse. Hence the numerical-range spectral enclosure isThe closure is necessary in infinite dimension: the endpoints of the numerical range need not themselves be attained.
Put and , a bounded positive semidefinite operator. Choose unit vectors with . The Cauchy-Schwarz inequality for the positive form impliesTherefore is an approximate eigenvalue. Apply the same argument to , where , to get the other endpoint. This proves the numerical-range endpoint approximate-eigenvalue theorem. Each endpoint is in the spectrum: a bounded inverse would forbid unit vectors with vanishing residual.
If an unbounded self-adjoint operator is positive semidefinite, then for every real , . The range argument above again proves invertibility, excluding negative values from the spectrum. For the converse, suppose . Its resolvent operator is bounded and self-adjoint. The resolvent spectral mapping identity puts : for , the relevant spectral parameter of is , and nonreal values are excluded by self-adjointness. By the endpoint result just proved, . Positive-form Cauchy-Schwarz inequality then givesFor this yields . Thus the spectral positivity criterion for a self-adjoint operator isThis resolvent proof uses the bounded numerical-range result to handle the full unbounded domain.
Past exam of the mathematics course of the University of Cambridge 2015 ii Paper 1 19G a Solution Created 2026-09-24 Updated 2026-10-06
Use the convention that the inner product is linear in its first argument. Set and . Orthogonality makes the nearest point in the finite span of the first basis vectors. Since an orthonormal basis has dense linear span, for every a finite linear combination approximates within . For all larger , the nearest-point property gives . Thus the series converges in to even without completeness. Taking inner products with each proves uniqueness of its coefficients.
In the Hilbert-space case, Parseval's identity gives . Completeness makesconvergent. It is linear and preserves inner products and norms, so bounded with norm one. Its inverse is the corresponding map sending to ; equivalently every coefficient sequence of a vector in the basis is also square-summable in the basis. Hence is surjective and unitary. Any bounded map agreeing on the agrees on their dense span and then on all of , proving uniqueness.
