Past exam of the mathematics course of the University of Cambridge 2017 ib Paper 2 17B b ii Solution Created 2026-09-24 Updated 2026-10-14
The sudden approximation keeps the wavefunction unchanged at the instant of switching: a finite step of potential creates no delta-function impulse in the Schrödinger equation. Just before switching the old ground state differs from the printed real wavefunction only by an overall phase, which does not affect probabilities.
Let , , be the new ground state. Its overlap with the initial state is, up to that phase,Since , the Gaussian integral gives . The Born rule and the ground-state overlap after sudden oscillator displacement thus giveThis is an overlap probability, not a claim that the original wavefunction instantaneously relaxes to the new ground state. It becomes one when .
Past exam of the mathematics course of the University of Cambridge 2017 iii Paper 304 1 iii Solution Created 2026-10-03 Updated 2026-10-05
Use a real orthonormal basis of Fourier modes on the time circle:The eigenvalue of on the constant mode is , and each sine/cosine pair has eigenvalue . Retaining these modes giveswhere can depend on but is independent of . Each real Gaussian integral contributes . Consequently the Fourier-cutoff oscillator functional determinant isA spectral cutoff between successive eigenvalue pairs selects precisely this finite subspace. In comparing two frequencies, the displayed regularization keeps the same number of modes ; holding an absolute spectral threshold fixed need not give the same at finite cutoff.
Past exam of the mathematics course of the University of Cambridge 2017 iii Paper 306 3 Solution Created 2026-10-03 Updated 2026-10-20
Use a genus-zero Polyakov path integral, target signature and all four momenta incoming. Define the Mandelstam variables by , , . The string mass-shell condition is and momentum conservation is , soThe reduced amplitude omits the overall momentum-conservation Dirac delta distribution and any conventional overall scattering-matrix phase. Interpret each tachyon vertex operator as normal ordered; self-contractions must not be included.
The free-boson worldsheet propagator is . Wick theorem then evaluates the normal-ordered exponential correlator as the Koba-Nielsen factorThe worldsheet zero mode supplies momentum conservation. Four vertices give and the sphere contributes through the string genus expansion, leaving .
The sphere's residual Möbius transformations fix three insertion points. In sphere gauge fixing for four string vertices, take . The worldsheet ghost fields, equivalently the Faddeev-Popov determinant for this residual group, supply . At finite , this determinant grows as , while the matter correlator decays as by momentum conservation and the tachyon mass shell; their product has a finite limit. Equivalently the weight- matter operator at infinity is normalized with , while the ghost pair uses the inverse factor. After stripping the fixed-position normalization, onlyremains. Here choose the standard complex-coordinate measure . With instead, the reduced normalization must acquire a factor two to give the same requested amplitude. Absolute vertex/sphere normalization is a convention; this choice fixes it consistently with the displayed prefactor.
Set , , . Then and the integrand is . To evaluate the complex beta integral first work where . This ensures convergence near , and infinity. Set and . Schwinger parameterization givesCompleting the square, the Gaussian integral is . Change variables to and ; their Jacobian determinant is . Integrating gives . The remaining integral is the ordinary beta function . ThusRestoring and substituting the Mandelstam variables proves the Virasoro–Shapiro amplitude:For physical scattering the original position integral generally fails to converge. The formula defines the amplitude by analytic continuation from the convergence domain, with the desired scattering boundary value at real poles; the convergent integral should not be claimed valid for every physical momentum.
The gamma function is a meromorphic function, with simple poles at nonpositive integers and no zeros, while its reciprocal is an entire function. Consequently it is a meromorphic function of the independent invariants and a crossing-symmetric scattering amplitude: permuting leaves it unchanged. Its generic channel poles areand the same tower in and . They represent the exchanged bosonic string mass spectrum: the tachyon, massless states including the graviton, and an infinite sequence of massive closed-string levels. There are no threshold branch cuts at this tree order.
A precise check of factorization is the Virasoro–Shapiro amplitude pole residue. Near , set in the nonsingular factor. The gamma function recurrence givesCombining this with showsThe residue is a degree- polynomial in , consistent with exchange up to spin and scattering-amplitude factorization. At exceptional kinematics reciprocal Gamma zeros can remove apparent poles. In particular, when both and approach nonpositive integers, the zero from cancels the putative double pole, leaving channel simple-pole terms. Thus one must not count products of numerator poles without using .
Past exam of the mathematics course of the University of Cambridge 2017 iii Paper 336 2 b Solution Created 2026-10-03 Updated 2026-10-06
First make explicit the usual method of steepest descent hypotheses: the saddle point is simple, and ; a contour deformation leads to the two descent arms with one clockwise half-indentation around the pole; and endpoints or other contour portions contribute smaller terms. The sign of the exponential matters: , so decay is toward valleys of .
Use a local analytic function as coordinate. Nondegeneracy allows an analytic square root after factoring the double zero of , so the coordinate can be chosen withThe sign of is selected by the orientation of the contour integral, with running from negative to positive real values. Matching cubic coefficients gives . The transformed amplitude therefore has the Laurent seriesThe Cauchy principal value contribution of the pole on the two real arms is zero by oddness. Its clockwise semicircular indentation contributes , since there. The regular term contributes the Gaussian integral . Consequently the simple saddle coinciding with a simple pole has the additive expansionThe remainder written here assumes the other contour contributions are negligible to that order. Otherwise the local result has to be supplemented by them. The next local correction is generically times the displayed exponential. If , it can vanish; odd Taylor terms integrate to zero between the symmetric arms. When , the leading term gives the printed asymptotic equivalence. When , asymptotic equivalence to zero is not meaningful: the additive formula is still valid and a regular saddle-point approximation may lead instead.
Nondegeneracy is necessary and is not explicitly printed. For a counterexample to the unrestricted reading, take , and . There is one critical point, but it is degenerate. Choose the contour from to , with a clockwise quarter-circle avoiding zero. Both rays are decaying valleys for . Their straight-ray contributions cancel, and the indentation gives , not . Thus the requested coefficient requires the simple saddle point and contour deformation assumptions above; the mere existence of one critical point is insufficient.
Past exam of the mathematics course of the University of Cambridge 2018 ib Paper 3 15A e i Solution Created 2026-09-24 Updated 2026-10-03
For a test function , substitute and use the Taylor expansion . Oddness removes the first term, while the Gaussian integral gives . HenceTherefore
Past exam of the mathematics course of the University of Cambridge 2018 iii Paper 304 1 Solution Created 2026-10-03 Updated 2026-10-14
Assume and take . The free Gaussian integral gives , and the normalized free Gaussian measure has covariance . Expanding only the interaction exponential gives the asymptotic expansionIn this zero-dimensional scalar field theory, the path integral has become an ordinary integral, but its combinatorics are precisely those of sextic scalar field theory.
The free generating functional is . Differentiating it proves Wick theorem: odd moments vanish, while each even moment is the sum over pairings of its factors. Each Wick contraction contributes , soThus the Feynman rules are a quantum field theory propagator for each internal line and a factor for each six-valent interaction vertex. The factorials and remove vertex and half-edge labels; the remaining weight is , where is the Feynman-diagram symmetry factor, the order of the automorphism group of the resulting diagram, including its half-edge symmetries. A tadpole diagram has an additional interchange symmetry of the two ends of its loop.
There is one empty Vacuum Feynman diagram, contributing . At one interaction vertex, the six half-edges form three loops. Its Feynman-diagram symmetry factor is , so its contribution is .
At two interaction vertices let count the lines joining them. Each interaction vertex has self-loops, so can only be . These four possibilities exhaust all Vacuum Feynman diagrams at this order. Their Feynman-diagram symmetry factors areHere the leading exchanges the two interaction vertices, permutes the joining lines, and the remaining factors permute and reverse the self-loops. The graph is disconnected and must be included in ; only a connected generating functional would discard it.
All Vacuum Feynman diagrams with at most two interaction vertices
. The empty diagram, the one-interaction vertex diagram, and the four two-interaction vertex diagrams, with their Feynman-diagram symmetry factors. Details.This is an asymptotic expansion, rather than a convergent perturbation series: the coefficient of contains and grows too rapidly for a nonzero radius of convergence. For any fixed truncation order, the Taylor expansion remainder bound for on , followed by the finite Gaussian moment integral, proves the stated remainder estimate. For negative real the original integral diverges.
Past exam of the mathematics course of the University of Cambridge 2018 iii Paper 304 2 iii Solution Created 2026-10-03 Updated 2026-10-05
Literal absence of new interaction vertices in the full quantum effective action holds only for Gaussian field theories.
For every interacting , the one-loop scalar effective action already contains counterexamples. On a constant background, with a positive auxiliary mass to control infrared divergences, its field-dependent part isThe term of order has external scalar fields and is a one-loop polygon one-particle-irreducible Feynman diagram. Choose and . Then , its loop momentum integral is ultraviolet convergent, and its coefficient is nonzero. Removing the ultraviolet cutoff does not remove this finite higher-point scalar vertex. For , generic nonexceptional external momenta give the same conclusion without retaining the auxiliary mass. In , the massless theory still needs an infrared prescription; removing the ultraviolet cutoff does not remove that need or the induced vertices. Hence there are no interacting pairs under the literal wording. For the functional determinant is field independent; merely shifts a Gaussian integral when an infrared prescription exists.
There is a different conventional interpretation: absence of new independent divergent counterterms. The superficial degree of divergence of a connected diagram isThe standard perturbative counterterm closure criterion is , with the same pairs as in part ii, provided one includes all symmetry-allowed lower-degree potential terms, the kinetic term, and the vacuum energy. A pure monomial family need not itself have counterterm closure: a sextic interaction in three dimensions generates a quartic counterterm, and a quartic interaction generates a mass counterterm. This interpretation concerns the local divergent part or the continuum defining action, not the complete quantum effective action with its finite interaction vertices and derivative expansion.
For the massive four-dimensional quartic scalar field theory, write for the bare quartic coupling, for its renormalized value, and for the mass held fixed by a renormalization condition. Define the scalar bubble integralThe quartic one-particle-irreducible correlation function, defined as a derivative of the Euclidean quantum effective action, isThere are three bubble diagrams, one for each pairing of external momenta, and each has Feynman-diagram symmetry factor . The minus sign follows equivalently from the quadratic term in the functional determinant .
Radial integration at zero external momentum givesThe bare quartic vertex is not finite at fixed bare coupling. Its logarithmic ultraviolet divergence must be subtracted. Impose the momentum-subtraction scheme condition . To one loop this requiresFor the finite difference, a Feynman parameter and a shift of loop momentum giveThe boundary error due to shifting a sharp cutoff vanishes in this limit. Substitution yields the finite renormalized quartic scalar vertexThus finiteness requires holding the renormalized coupling fixed and allowing the bare coupling to depend on . The unsubtracted assertion would be false.
The same one-loop scalar effective action explains the other effective interactions. For a constant background its expansion isThe tadpole diagram gives a mass correction , withIt requires a mass counterterm. The field-independent vacuum energy also requires subtraction. The term is the quartic logarithm already treated. There is no one-loop wave-function renormalization from the quartic tadpole diagram.
For the polygon diagrams generate finite higher-point scalar vertices, withFor example, the induced sextic term in the effective potential is , or a six-point interaction vertex when normalized by . These finite terms survive the removal of the ultraviolet cutoff at fixed .
The external-momentum dependence of the bubble diagrams also generates a derivative expansion of quartic interactions. At small , the subtracted scalar bubble integral is , giving finite derivative couplings. At order these are the new field-dependent interactions beyond the mass and quartic terms; the sextic and higher interaction vertices require higher powers of , though they still occur at one loop. Such coefficients are suppressed by powers of the physical mass or external momentum, not by powers of . The calculation establishes an order-by-order perturbative limit; it does not establish a nonperturbative interacting continuum limit of a quantum field theory in four dimensions.
Past exam of the mathematics course of the University of Cambridge 2018 iii Paper 336 1 a Solution Created 2026-10-03 Updated 2026-10-14
Choose the square root with , so the branch cut is the negative imaginary axis. The change of variable maps this sheet onto and gives . Writing the exponential function as , its phase becomes exactly quadratic:The saddle point is therefore , or . On the descending line , , the phase is . Its image is the parabolaThe contour runs from left to right, corresponding to decreasing from to . A contour deformation in the right half of the -plane moves the original indented contour to this line. The connecting tails vanish in the descending sectors, and no branch point or pole is crossed. Since , the Gaussian integral and the odd function giveHere the method of steepest descent actually gives an exact answer for , because the quadratic phase and linear transformed amplitude have no further even correction.
Past exam of the mathematics course of the University of Cambridge 2018 ii Paper 2 31B Solution Created 2026-09-24 Updated 2026-10-03
Rotate the contour for the Gaussian integral through angle ; a small positive damping factor justifies the deformation and can then be removed. After scaling by , the oscillatory Gaussian integral with negative phase givesSimilarly, first scale and then rotate the positive ray through angle . Since , the cubic oscillatory Gamma integral gives
For fixed , consider the complex phaseIts unique interior stationary point iswhereThe endpoint contributions are , while the one-dimensional stationary-phase formula has order . Taking its real part proves the stationary-phase asymptotic for the generalized Bessel cosine integral:
For the phase is . Its stationary point has merged with the endpoint , whereUse the cubic endpoint stationary-phase scaling . The other endpoint and the region away from zero contribute only , soTherefore
Past exam of the mathematics course of the University of Cambridge 2018 ii Paper 2 36A a Solution Created 2026-09-24 Updated 2026-10-14
In the canonical ensemble, a one-particle velocity state has kinetic energy and hence probability density proportional to , where . The three Cartesian Gaussian integrals normalize the density to the Maxwell-Boltzmann velocity distributionIntegrating over a spherical shell of radius and area gives the Maxwell speed distributionSinceits unique positive maximum is the most probable speed in the Maxwell distribution
Past exam of the mathematics course of the University of Cambridge 2018 ii Paper 4 31B Solution Created 2026-09-24 Updated 2026-10-03
The intended integral representation of the modified Bessel function isDifferentiation under the integral sign givesSinceintegration by parts and the vanishing endpoint term yield .
For large positive , Laplace's method localizes the integral near the endpoint . Put and useExtending the exponentially small tail to infinity and evaluating the resulting Gaussian integrals givesand therefore
Now write . Direct differentiation givesso substitution into the ordinary differential equation givesFor the Liouville–Green approximation, put . The two approximate solutions areso at leading order . The growing solution agrees with the preceding asymptotic expansion, including its leading normalization .
Past exam of the mathematics course of the University of Cambridge 2019 iii Paper 336 1 b ii Solution Created 2026-10-03 Updated 2026-10-05
For , the phase has an interior minimum atThe inverse hyperbolic cosine selects the positive stationary point. At this point,Expanding the phase to second order and evaluating the resulting Gaussian integral by Laplace's method yieldsThe exponential grows because the minimum of is negative; the original integral remains convergent because dominates at infinity.
Past exam of the mathematics course of the University of Cambridge 2019 iii Paper 350 2 c Solution Created 2026-10-03 Updated 2026-10-05
Use the shape-rate convention for the Gamma distribution. DefineThe zero null space assumption makes a positive-definite matrix, and is the unique ordinary least squares solution. The Gaussian likelihood contributes , which must be retained because is unknown. Multiplying it by the improper prior and the Gamma distribution gives the normal-gamma posterior with a flat prior:Here the constant density of the improper prior cancels on normalization. PutThe normal equation makes the residual orthogonal to the range of . The orthogonal decomposition by a closed subspace into that range and its orthogonal complement givesIntegration over by the Gaussian integral, followed by integration over using the Gamma distribution, yieldsThus the posterior distribution is proper, despite the improper prior; here follows from the zero null space assumption.
Completing the square in and collecting the powers of give the two conditional distributions:Explicitly their probability density functions areFor a joint maximum a posteriori estimate relative to , first fix . The unique maximizing is . The remaining log density is plus a constant. Consequently, if ,The stated assumptions do not always imply . If , the supremum occurs as but is not attained on ; if , the density is unbounded there. In either case there is no joint maximum a posteriori estimate in the stated parameter space. Calling zero a boundary mode does not make it an admissible positive precision.
If “MAP estimators” instead means separate modes of the marginal distributions, integration givesThus the marginal maximum a posteriori estimate of is always , and that of is when , with the same nonattainment at zero when . Joint and marginal maximization are different operations; the usual joint interpretation gives the preceding boxed pair.
Past exam of the mathematics course of the University of Cambridge 2019 ii Paper 2 34B Solution Created 2026-09-24 Updated 2026-10-03
For a normalized trial state , expand it in an orthonormal basis of energy eigenstates, . The Rayleigh quotient is thenThis is the quantum variational principle: minimizing the expectation of the Hamiltonian operator over any trial family gives an upper bound on the ground-state energy.
Let be the normalized ground-state wavefunction and form the normalized dilation . Its kinetic and potential expectations areThe true ground state makes the energy stationary at , soThus the power-law quantum virial theorem gives
If and , the two sides have opposite signs, because and . If , the scaled energy tends to as , since , so the Hamiltonian is not bounded below. If , the free particle has no normalizable ground state. Hence there is no normalizable ground state for .
For take the normalized Gaussian functionThe Gaussian integral givesand thereforeIts unique minimum satisfiesAt this point , consistently with the virial theorem, and the resulting variational estimate is
Past exam of the mathematics course of the University of Cambridge 2020 ia Paper 1 12F a Solution Created 2026-09-24 Updated 2026-10-03
The standard normal density isIt is nonnegative, and the Gaussian integral gives , so it is a probability density function. Completing the square gives the moment-generating function of a standard normal variableThus and
Past exam of the mathematics course of the University of Cambridge 2020 ia Paper 1 7A Solution Created 2026-09-24 Updated 2026-09-29
For the heat kerneldirect partial differentiation givesThus solves the heat equation. For bounded continuous , differentiation under the integral sign givesWith ,The Gaussian integral makes the weight have total mass one, and the dominated convergence theorem gives . This is the Gaussian approximate identity.
For the viscous Burgers equation with unit viscosity, the Cole-Hopf transformation reduces the equation to . To obtain initial value , choose(up to an irrelevant positive constant), and set . ThereforeEquivalently,and the approximate-identity limit gives .
Past exam of the mathematics course of the University of Cambridge 2020 ii Paper 4 35A i Solution Created 2026-09-24 Updated 2026-09-29
Set . After the Gaussian integral over momenta, the canonical partition function factors aswhereas the ideal gas has . HenceUsing the Helmholtz free energy therefore gives
Past exam of the mathematics course of the University of Cambridge 2021 ia Paper 3 10B a Solution Created 2026-09-24 Updated 2026-09-25
Past exam of the mathematics course of the University of Cambridge 2021 ib Paper 4 14C Solution Created 2026-09-24 Updated 2026-09-25
Its total mass is found from the Gaussian integral:The unit-mass solution converging to the Dirac delta function as is therefore the heat kernel
For the second initial condition, the heat-kernel solution is the convolutionWith and the definition of the error function, this becomesThis is the heat equation with interval-indicator initial data for .
Past exam of the mathematics course of the University of Cambridge 2021 ib Paper 4 4C Solution Created 2026-09-24 Updated 2026-10-14
The one-dimensional Time-dependent Schrödinger equation for a wavefunction in a real potential isMultiplying this equation by , multiplying its complex conjugate by , and subtracting gives the probability continuity equationIf and its first derivative decay sufficiently rapidly as , then the probability current vanishes at both ends. Integrating the continuity equation and using the fundamental theorem of calculus yieldsThis conservation of quantum probability is required by the Born rule: once a normalizable wavefunction has total probability one, its time evolution must preserve that normalization.
For the stated Gaussian wave packet, put . Sinceits squared modulus isThe Gaussian integral then giveswhich is independent of time, as required.

