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 give
This is an overlap probability, not a claim that the original wavefunction instantaneously relaxes to the new ground state. It becomes one when .
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 gives
where can depend on but is independent of . Each real Gaussian integral contributes . Consequently the Fourier-cutoff oscillator functional determinant is
A 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.
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 , so
The 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 factor
The 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, only
remains. 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 gives
Completing the square, the Gaussian integral is . Change variables to and ; their Jacobian determinant is . Integrating gives . The remaining integral is the ordinary beta function . Thus
Restoring 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 are
and 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 gives
Combining this with shows
The 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 .
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 with
The 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 series
The 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 expansion
The 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.
For a test function , substitute and use the Taylor expansion . Oddness removes the first term, while the Gaussian integral gives . Hence
Therefore
Assume and take . The free Gaussian integral gives , and the normalized free Gaussian measure has covariance . Expanding only the interaction exponential gives the asymptotic expansion
In 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 , so
Thus 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 are
Here 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.
Figure 1. . The empty diagram, the one-interaction vertex diagram, and the four two-interaction vertex diagrams, with their Feynman-diagram symmetry factors. Details.
Consequently,
Indeed , independently agreeing with from Wick theorem.
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.
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 is
The 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 is
The 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 integral
The quartic one-particle-irreducible correlation function, defined as a derivative of the Euclidean quantum effective action, is
There 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 gives
The 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 requires
For the finite difference, a Feynman parameter and a shift of loop momentum give
The boundary error due to shifting a sharp cutoff vanishes in this limit. Substitution yields the finite renormalized quartic scalar vertex
Thus 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 is
The tadpole diagram gives a mass correction , with
It 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, with
For 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.
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 parabola
The 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 give
Here the method of steepest descent actually gives an exact answer for , because the quadratic phase and linear transformed amplitude have no further even correction.
Figure 1.
Integration contours near a saddle and a pole
. The original upper indentation, the saddle contour, and the negative imaginary branch cut. The indentation is exaggerated for visibility. Details.
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 gives
Similarly, first scale and then rotate the positive ray through angle . Since , the cubic oscillatory Gamma integral gives
For fixed , consider the complex phase
Its unique interior stationary point is
where
The 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 , where
Use the cubic endpoint stationary-phase scaling . The other endpoint and the region away from zero contribute only , so
Therefore
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 distribution
Integrating over a spherical shell of radius and area gives the Maxwell speed distribution
Since
its unique positive maximum is the most probable speed in the Maxwell distribution
The intended integral representation of the modified Bessel function is
Differentiation under the integral sign gives
Since
integration by parts and the vanishing endpoint term yield .
For large positive , Laplace's method localizes the integral near the endpoint . Put and use
Extending the exponentially small tail to infinity and evaluating the resulting Gaussian integrals gives
and therefore
Now write . Direct differentiation gives
so substitution into the ordinary differential equation gives
For the Liouville–Green approximation, put . The two approximate solutions are
so at leading order . The growing solution agrees with the preceding asymptotic expansion, including its leading normalization .
For , the phase has an interior minimum at
The 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 yields
The exponential grows because the minimum of is negative; the original integral remains convergent because dominates at infinity.
Use the shape-rate convention for the Gamma distribution. Define
The 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. Put
The normal equation makes the residual orthogonal to the range of . The orthogonal decomposition by a closed subspace into that range and its orthogonal complement gives
Integration over by the Gaussian integral, followed by integration over using the Gamma distribution, yields
Thus 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 are
For 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 gives
Thus 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.
For a normalized trial state , expand it in an orthonormal basis of energy eigenstates, . The Rayleigh quotient is then
This 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 are
The true ground state makes the energy stationary at , so
Thus 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 function
The Gaussian integral gives
and therefore
Its unique minimum satisfies
At this point , consistently with the virial theorem, and the resulting variational estimate is
The standard normal density is
It 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 variable
Thus and
For the heat kernel
direct partial differentiation gives
Thus solves the heat equation. For bounded continuous , differentiation under the integral sign gives
With ,
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 . Therefore
Equivalently,
and the approximate-identity limit gives .
Set . After the Gaussian integral over momenta, the canonical partition function factors as
whereas the ideal gas has . Hence
Using the Helmholtz free energy therefore gives
Let
Then
Using polar coordinates on the first quadrant,
Since , the Gaussian integral is
For
direct differentiation gives
and
Thus .
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 convolution
With and the definition of the error function, this becomes
This is the heat equation with interval-indicator initial data for .
At the graph is the rectangle of height one on . For every it is smooth, positive and even, with its maximum at . As time increases the graph broadens and its maximum falls, while its total area remains ; pointwise it tends to zero as .
The one-dimensional Time-dependent Schrödinger equation for a wavefunction in a real potential is
Multiplying this equation by , multiplying its complex conjugate by , and subtracting gives the probability continuity equation
If 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 yields
This 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 . Since
its squared modulus is
The Gaussian integral then gives
which is independent of time, as required.