Fix . If , then normality of gives
Thus the transitive group action of permutes the orbits of a group action of , so all -orbits have the same cardinality . They partition the prime-sized set , hence divides . The only possibilities are and . The first would make every element of fix every point, contrary to the assumption that acts nontrivially. Therefore and
Now suppose . Define the orbit map
It is surjective by transitivity of . If , then , so ; hence is bijective. For ,
Thus is an equivariant map: conjugation by on corresponds exactly to the given action of on .
Write . The zero and constant-one polynomials give and . Also,
so is closed under finite intersections. Every nonzero one-variable complex polynomial has only finitely many roots, and every finite subset is the zero set of . Consequently is exactly the cofinite topology: its open sets are the empty set and the complements of finite sets. An arbitrary union of such sets is again empty or has finite complement, so is a topology.
The product topology on is the topology with basis
The proposed complement need not be open. Take
Then is the diagonal. If its complement were open, a point such as would have a basic neighbourhood contained in that complement. But and are nonempty cofinite subsets of , so . For , the point belongs both to and to the diagonal, a contradiction. Hence
Because the constraint determines
the constrained function is
Its stationary points satisfy
When , these equations give
When , subtracting the two bracketed equations gives , and substitution then gives
with the two signs chosen independently. These are exactly the constrained stationary points; equivalently they follow from the Lagrange multiplier equations.
Under the additional restriction , the constraint gives the compact elliptical disc . On its boundary , the objective is zero. At the four nonzero interior stationary points,
with the sign determined by . Therefore
Use the angular-frequency Fourier transform
Then
with the continuous value .
The convolution is times the length of the overlap of the intervals and . Thus
The convolution theorem states, for this convention, that
Since , it follows that
again interpreted continuously at , where .
Let be distance from the common centre. By Gauss's law, the electric field is radial and equals
Taking the electric potential to vanish at infinity and requiring continuity across each shell gives
The electrostatic energy is the integral of the electric-field energy density:
Only the two nonzero-field regions contribute, so
Therefore
Let the upper plate in flow A move at speed , with the lower plate fixed. The Couette flow profile is
so its mid-plane speed is and its total viscous dissipation per unit plate area is
Write for the constant pressure-gradient magnitude in flow B. The plane Poiseuille flow profile is
Equality of the mid-plane speeds gives
Since ,
Hence
Set
Conditioning on gives the affine recurrence
Its fixed point is the first component of the stationary distribution,
Thus , and gives
Starting instead from state two gives the same recurrence with initial value zero. Therefore
An endomorphism is a projection onto its image precisely when it is the identity on and kills a complementary subspace. If , then
so is the identity on its image. Moreover,
and . Hence
and is the projection onto its image along its kernel. Conversely, every projection is the identity after one application, so applying it twice has the same effect: .
Statement (i) is false. On a two-dimensional vector space, take the nonzero nilpotent endomorphism
Then , but , so is not idempotent.
Statement (ii) is false. The condition is necessary for an idempotent, but it is not sufficient. For example,
satisfies , hence , while
over, for example, .
Statement (iii) is false over an arbitrary field. Expanding the assumed idempotence gives
Multiplying this relation on the left and right by shows
Thus , so the conclusion would be true in characteristic different from two. In characteristic two, however, take . Then , , and are idempotent, but .
Statement (iv) is false because need not imply . For example, over any field take
Both maps are idempotent and , but
Consequently
Gauss lemma for polynomials states that the product of two primitive polynomials over a unique factorization domain is primitive. In particular, a primitive polynomial in is reducible over exactly when it is reducible over .
Eisenstein criterion says that a primitive polynomial
is irreducible over if there is a prime such that , for every , and . To prove it, suppose with both factors of positive degree. After removing contents, Gauss's lemma lets us take primitive. Reduction modulo gives
so both reduced factors are monomials of positive degree. Their constant terms are therefore divisible by , making divide , a contradiction.
An algebraic integer is a complex number satisfying a monic polynomial in . Let be one and let be its monic minimal polynomial. The usual proof using polynomial content shows that . The set
is the kernel of the polynomial-evaluation ring homomorphism, hence an ideal. Every is divisible by in . Because is monic, polynomial division of by takes place in , and the remainder must vanish by minimality. Therefore
where is monic and irreducible.
For
translation gives
This is Eisenstein at , so and therefore are irreducible over . Hence
Irreducibility and Gauss's lemma also show that is a prime ideal of , so
It is not a field. The class of is nonzero but not a unit: reducing further modulo gives a nonzero quotient
in which the image of is zero, whereas a unit must remain a unit under every unital quotient map. Thus
Here
The L1 norm and uniform norm satisfy
so the identity from the metric to the metric is one-Lipschitz and therefore continuous. The two metrics do not induce the same topology on all of . For
one has but . Thus convergence need not imply uniform convergence.
A map is Lipschitz continuous if there is such that
for all . Evaluation at is one-Lipschitz because
Choose distinct and define
The Vandermonde determinant is nonzero, so is a bijection. It is one-Lipschitz for the two uniform metrics. If are the associated Lagrange cardinal polynomials, then
and hence
Thus is also Lipschitz.
Let be the polynomials whose values lie in . Its image under lies in the bounded cube . It is closed: if , then the Lipschitz inverse gives uniform convergence , and passing to the limit pointwise preserves . By the Heine-Borel theorem, is compact, and the continuous inverse carries compactness back to . Therefore
The identity map
is a continuous bijection by . Its domain is compact by part (i), and its codomain is a Hausdorff space because every metric space is Hausdorff. The compact-to-Hausdorff continuous bijection theorem therefore makes the identity a homeomorphism. Consequently
For a continuously differentiable curve in the Poincare half-plane model, its hyperbolic length is
The hyperbolic lines are the geodesics: vertical Euclidean lines and Euclidean semicircles whose centres lie on the real axis.
The unique hyperbolic line through distinct can be carried by an upper-half-plane Möbius transformation to the imaginary axis. Such transformations are isometries by hypothesis, so it is enough to consider endpoints and . Every joining curve satisfies
Equality holds for the monotone vertical parametrization
Thus the appropriately parametrized hyperbolic-line segment attains the infimum defining .
Now let have positive infimum distance. They neither intersect nor share an ideal endpoint: an intersection would give distance zero directly, while lines sharing an ideal endpoint approach one another arbitrarily closely near that endpoint. Hence they are ultraparallel. An upper-half-plane isometry puts them into the form
This is the normal form underlying the common perpendicular of ultraparallel hyperbolic lines. Put . Since
the metric becomes
Every path from to therefore has
Equality requires and monotone , so it is attained on the imaginary axis, which meets both semicircles orthogonally. Its intersection points and realize the distance
For a nonattained example, take the vertical lines and . They share the ideal endpoint at infinity. The horizontal segment at height has hyperbolic length , so their infimum distance is zero, but distinct points of always have positive distance. Hence the infimum is not attained.
The partial fraction decomposition is
For , expand the second term as a geometric series:
Hence
For , expand directly in inverse powers:
Therefore the outer Laurent series is
Put . Then
Thus
This is actually a Taylor series, because is a regular point. The point is a simple pole. At infinity,
extends analytically to , so infinity is a removable singularity of , with extended value zero.
For the real integral, first write
Let
With ,
The denominator has roots and , so only lies inside the contour. Its residue is , and the residue theorem gives
Consequently
Let
Their Bessel equations in self-adjoint form are
Multiply the first by , the second by , subtract, and integrate. The left side becomes a boundary term:
Regularity at zero makes the lower boundary term vanish, while
Therefore
If and with , both endpoint values of vanish, so the integral is zero. This is the weighted orthogonality of distinct eigenfunctions in a Sturm-Liouville problem. For the norm, hold and let . Since
the quotient tends to
By separation of variables, the axisymmetric normal modes satisfying regularity at and the fixed-edge condition at are
where . The zero initial displacement removes all cosine terms, so
Differentiating at gives the weighted Fourier-Bessel expansion
Multiply by and integrate from zero to one. The orthogonality and norm from part (i) give
Using
the remaining integral is
Hence
and therefore
For a one-dimensional wavefunction, the probability current is
A plane wave carries current to the right, while carries the negative of this current. Thus the asymptotic terms are interpreted as an incident wave of amplitude , a reflected wave of amplitude , and a transmitted wave of amplitude . Their currents are
Current conservation for a real potential gives , and therefore
with .
A normalizable bound state has . Writing
its decaying asymptotic behaviour is
Write and . Using
two differentiations of
give
Thus it solves the time-independent Schrodinger equation in the stated Pöschl-Teller potential, with
As and , respectively,
There is no left-moving term, so this is a reflectionless potential:
The incident and transmitted amplitudes have equal modulus because
Hence
Now set with . Then
At this decays for every positive . At , however, the factor tends to while grows. Normalizability therefore requires . In that case
which decays at both ends. The bound-state energy is
Translation symmetry in the plane and reflection symmetry across it force the magnetic field to be uniform on each side, parallel to , and opposite on the two sides. Apply Ampère's law to a rectangular loop perpendicular to the sheet whose two long sides have length . The enclosed current is , so
The right-hand rule fixes the directions:
Consequently
which is the magnetic jump condition for a surface current density.
The accumulated point charge produces
Since , the displacement current density is
Apply the integral Ampère-Maxwell equation to the boundary of a spherical cap of radius and polar angle . By axial symmetry is constant along the boundary, whose circumference is . The displacement-current flux through the cap is
Thus
Using gives
Equation (1) is Laplace equation for the velocity potential. It expresses incompressibility, , together with . Equation (2) is the linearized dynamic free-surface condition: the unsteady Bernoulli equation and constant atmospheric pressure balance the potential acceleration against the gravitational restoring term . Equation (3), with the printed understood as , is the kinematic free-surface condition: the surface moves with the vertical fluid velocity. Equations (4) and (5) are no-penetration boundary conditions at the rigid bottom and cylindrical sidewall, respectively.
For an axisymmetric separated amplitude , Laplace equation in cylindrical coordinates becomes
The radial equation is
Its solution regular at the axis is the Bessel function . The vertical equation is , and the bottom condition selects
up to an irrelevant constant multiplier. Finally, the sidewall condition gives
Therefore the allowed positive wavenumbers are
and
At , the two free-surface conditions for a normal mode give
Eliminating yields
For the vertical factor found in part (b),
Thus the gravity-wave dispersion relation is
where
A one-step or linear multistep method has order if, when the exact sufficiently smooth solution is substituted for the numerical values, its unscaled local truncation error is , and this estimate is not generally . For a stable method this corresponds to a global error of order on a fixed time interval.
Expand the exact solution about . The left side is
Since , the right side expands as
The terms agree for every , so the method is always consistent and is generically of order one.
The method is explicit exactly when . With , its defect vanishes only for , so a generic explicit member has order one; that exceptional explicit member has order two and cannot satisfy the next order condition.
For the unrestricted method to have order at least three, the and coefficients must agree:
Solving gives
For these values, , so the right-side coefficient is , different from the left-side coefficient . Hence the order is exactly three.
The first characteristic polynomial of the linear multistep method comes only from its left side:
Its roots are zero and one; both lie in the closed unit disc, and the only unit-modulus root is simple. Thus the method satisfies the root condition for a multistep method and is zero-stable. Part (b) showed consistency for every . The Dahlquist equivalence theorem states that a consistent linear multistep method is convergent exactly when it is zero-stable. Therefore
under the usual Lipschitz hypotheses on .
Because has full column rank, is invertible. The ordinary least squares estimator is
It satisfies the normal equations
so the residual is orthogonal to the column space of . For any ,
The two terms are orthogonal, and the Pythagorean theorem in an inner-product space gives
Thus minimizes the least-squares objective.
Since and ,
Write , where
The final coordinate is deterministic, while the first coordinates have the usual least-squares covariance. Hence
Because , the two orthogonal projection matrices satisfy
Consequently is itself an orthogonal projection, onto the orthogonal complement of within . In particular it is a positive semidefinite matrix, so for every ,
Full column rank of makes surjective. Given , choose with . The fitted values for the unrestricted and restricted regressions are
Therefore
Using and idempotence of the projections,
Part (d) now gives
The Lagrangian sufficiency theorem for a maximization problem says the following. Suppose the constraints are and , and define
If a feasible satisfies complementary slackness and globally maximizes , then globally maximizes . Indeed, for every feasible ,
This proves the theorem. In a concave maximization problem, stationarity and the boundary optimality conditions ensure the required global maximum of the Lagrangian.
For the problem at hand, retain as the domain and attach a multiplier to the equality:
For , this is concave in on the domain. Its separate maximizers satisfy
while the term is . Thus may be positive only when ; when , its maximizing value is .
If
take . Then , , and feasibility fixes
The Lagrangian sufficiency theorem gives the maximum
If
then and . The equality constraint becomes
so
Consequently
The assumptions and ensure . At the stationary point , so the maximum value is
The two formulas agree at .

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