Write . Two integral binary quadratic forms and are equivalent if there is a matrixsuch thatEquivalently, the group acts on forms by integral unimodular changes of variables.
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Suppose is obtained from by such a change of variables. Expanding shows that each of is an integer linear combination of . Therefore every common divisor of divides .
The inverse of a matrix in again has integral entries and determinant one. Applying the same argument to shows that every common divisor of divides . The two coefficient triples consequently have the same greatest common divisor, up to sign, so one form is primitive exactly when the other is.
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Every proper equivalence class of a positive definite form contains a unique reduced form , wherewith when equality occurs in either inequality. Its discriminant isFor a reduced positive definite form, , so . Also is even andChecking the finitely many possibilities with givesEach coefficient triple has greatest common divisor one. By uniqueness of reduced representatives, these are four distinct classes. Hence the requested number is
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Runge's polynomial approximation theorem says that if is compact, is connected, and is holomorphic on a neighborhood of , then for every there is a polynomial such that
LetThis arc is compact, its complement is connected, and is holomorphic on a neighborhood of it. Applying Runge with error gives a polynomial satisfyingwhich is the requested uniform approximation.
For the pointwise construction, for setThe three pieces are disjoint compact sets and is connected. Define a function on a neighborhood of to equal , , and on neighborhoods of , , and , respectively. It is holomorphic because those neighborhoods may be chosen disjoint. Runge supplies a polynomial such thatEvery fixed point with eventually belongs to the appropriate one of these three sets, according to the sign of its real part. These inequalities therefore give precisely the asserted pointwise limits.
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Let be a primitive th root of unity in an extension of , where . A BCH code of length , initial exponent , and design distance is the cyclic code whose generator polynomial is the least common multiple over of the minimal polynomials ofThus every codeword polynomial vanishes at these consecutive powers.
Suppose a nonzero codeword has weight , withwhere the positions are distinct modulo and every is nonzero. The first root conditions giveThe coefficient matrix is a Vandermonde matrix in the distinct elements , followed by multiplication of its columns by the nonzero factors . Its determinant is thereforeHence all would be zero, a contradiction. The minimum distance consequently satisfies .
A code of minimum distance detects every pattern of at most errors and uniquely corrects every pattern of at most errors, because Hamming balls of that radius are disjoint. A BCH code of design distance is therefore guaranteed to detect errors and to correcterrors; its actual capabilities may be larger if .
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The instruction goes to if register is empty; otherwise it deletes the final letter and goes to .
For , an empty input goes directly from to , where a is appended. On a nonempty input, state deletes every letter; once the register is empty it goes to and appends . Hence
For , the initial instruction tests whether the final letter is . If it is, state deletes the entire word and then goes to , producing . Otherwise state deletes the entire word and goes to , producing . Thusthe set of nonempty binary words ending in .
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Use the same program as , replacing only its first line by a test for a final :If the input ends in , the loop erases it and eventually appends output . Every other input, including the empty word, follows the loop and produces . This is the characteristic function of .
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Rename the old halt state as a nonhalting state , including every occurrence of in the original program, and introduce a new halt state . Attach the following output-flipping routine:Because the original machine computes a characteristic function, it reaches with register containing exactly or . The routine tests that symbol, removes it, and appends its complement. It therefore halts with .
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Let be independent. In the general exponential-dispersion formulation, with known weights and common dispersion , their densities have the formThusThe systematic component is , and a specified one-to-one differentiable link relates it to the mean byThe unknown model parameters are the regression coefficient and, when it is not fixed by the family, the dispersion .
For a Poisson response,so the natural parameter is and . The canonical link sets the linear predictor equal to the natural parameter and is therefore
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The delay is the time between an individual's presence in the population and its contribution to the current growth rate, for example a maturation or gestation time. Thus reproduction at time is determined by the reproductive population at time .
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For , the delayed argument lies in the prescribed history, so and . For ,Integrating from and using gives
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Set . The condition says . ThensatisfiesIt is periodic with period . Every nonzero such solution is negative during half of each period, so it cannot represent a population size.
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For , absolute convergence permits the double-integral calculationPut and , so , , and the Jacobian has magnitude . The first quadrant becomes , , and therefore
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As within the right half-plane, the functional equation and continuity at giveUsing part (a),
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The parallel-axis theorem isThe displacement is along , so it changes the two transverse moments but not the axial one. Thus, writing the vertex moments as and ,and
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Take to be the angle between and the upward vertical. From the supplied angular-velocity components,ThereforeBoth and are cyclic. Their conserved conjugate momenta areand . Solving for the velocities and taking the Legendre transform gives
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Fix the two conserved momenta and . The remaining canonical variables form a two-dimensional phase space with Hamiltonianwhere
An upright spinning solution has , , and necessarily , since the vertical and body-axis angular momenta then coincide. On that momentum level,Near zero,Thus the upright configuration is a strict local minimum of the reduced Hamiltonian, and hence stable, whenHere is the angular momentum about the symmetry axis. This proves stability for sufficiently large axial angular momentum.
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Since , the conformal Hubble parameter is . With , the mode equation becomesSubstitution of givesThe two independent solutions are therefore and , so
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The physical horizon size at conformal time is . Horizon crossing occurs when it equals the physical wavelength:and hence
At late times the decaying mode is neglected, so the growing solution in part (a) obeys . For the equality-crossing mode this gives
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A mode that crosses during matter domination subsequently grows byIts present amplitude is consequentlyNowSquaring therefore gives
Since , modes crossing chronologically between equality and today satisfy . The reverse ordering printed with the target formula is inconsistent with the stated definitions of and ; it does not affect the spectrum calculation.
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Write . Since the marked word is , the required oracle is a single Toffoli gate with and as its two controls and the answer qubit as its target:The target flips exactly when both controls are one, which is exactly when .
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Let . Applying the oracle with this answer qubit produces phase kickback:Inside , the gates on both search qubits conjugate the phase oracle for . Hencewhere .
The first oracle similarly acts on the search register as . Reading the remaining gates from right to left, the search-register operation after its initial Hadamards is thereforewhile the answer qubit remains in .
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After the initial Hadamards the search register isThe marked-state phase oracle changes only the last sign:Now . Since the overlap of the last displayed state with is , its image is . Thus the complete output isThe minus sign is a physically irrelevant global phase.
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Measurement of the two search qubits in the computational basis returns with probability one. The answer qubit is unentangled from them and remains in .
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Only one Grover iteration is required. For one marked item among four, the initial marked amplitude corresponds to an angle with , so ; one iteration changes this to , giving unit success amplitude. Further iterations are neither needed nor beneficial.
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For a variable final tail , induction on , or multiplication of the continued-fraction matrices, givesIndeed, the identity is immediate for , and replacing the tail by gives the recurrence above. Taking proves the formula.
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The continued-fraction algorithm starts with . Rationalizing the successive remainders givesandThe same remainder has returned, so the digits repeat. Therefore
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From part (b), and . Eliminating the intervening odd-indexed convergent from the standard recurrence shows that either sequence or obeysThe initial even convergents arePut . Since and , the sequencesatisfies the same recurrence. Its first two values are and , soTaking norms in yieldsThis applies in particular whenever the original index is even.
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A state is inaccessible if no word reaches it from the initial state:
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States and are indistinguishable if no continuation can distinguish acceptance from them, that is, for every ,
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The automaton is irreducible if every state is accessible and no two distinct states are indistinguishable.
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An automaton accepting a regular language is irreducible exactly when it has the smallest possible number of states among deterministic automata accepting that language. The irreducible automaton is unique up to isomorphism; its states correspond to the Myhill--Nerode equivalence classes.
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The subset construction produceswhereEach deterministic state records all nondeterministic states reachable after the word read so far. This construction gives .
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We induct on the length of . For , the extended transition set is , and the sole witnessing sequence is , so the claim holds.
Write a nonempty word as . By the recursive definition,if and only if there is some with . By the induction hypothesis, the first condition on is equivalent to a witnessing sequence for from to . Appending gives a witnessing sequence for . Conversely, deleting the last state of any witnessing sequence for gives just such a state and sequence for . This proves both implications.
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The subset construction theorem gives . Removing inaccessible states does not alter any computation from the initial state, so
Every state of is accessible by construction. It remains to separate distinct subset states of . Choose , and without loss of generality take . By (Br2), some word has a witnessing sequence from to the unique final state . Part (b)(iii) impliesso the state reached from on is accepting.
If the state reached from on were also accepting, there would be some with a witnessing sequence labelled from to . But has such a sequence too, and (Br3) says that its starting state is unique. Hence , contradicting . Thus distinguishes and .
No two distinct states of are indistinguishable, and all are accessible. Therefore is irreducible and accepts .
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This birth-death process has birth rates and death rates . With , its birth-death master equation isThe first two terms are inflow by a birth from and a death from ; the bracketed term is the total outflow from .
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Multiply the birth-death master equation by and sum. Equivalently, a birth changes by and a death by , soThe equation is not closed in the mean because the quadratic death rate introduces the second factorial moment.
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For a Poisson random variable of mean ,Substitution into part (b) gives the closed Riccati equationIts positive equilibrium is stable on the nonnegative half-line and equalsThus under the Poisson approximation,
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The diffusion approximation of a birth-death process uses the first two jump moments. For these unit upward and downward jumps they giveThe factor in is required because the equation is written with , rather than .
Assuming the boundary terms vanish, integration by parts givesConsequentlywhich is precisely the discrete first-moment equation in part (b).
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The Bose--Einstein and Fermi--Dirac occupation factors areIn the stated nonrelativistic dilute regime, is dominated by , so the exponential is large and either denominator is asymptotic to . Integrating the resulting Maxwell--Boltzmann occupation over momentum states gives
For , integration by parts or differentiation of the supplied Gaussian integral givesConsequently
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For any nonrelativistic species , part (a) givesChemical equilibrium and zero photon chemical potential implyTaking the appropriate ratios of the number-density formula, approximating the ion and atom masses as equal in the translational prefactors, and using the given degeneracies yieldsandThe factors are and .
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DefineUsing , , and , the two Saha relations become the closed systemwhereThese are two equations for the two ionization fractions.
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Let . For a two-outcome measurement with effect interpreted as guess zero,The positive-eigenspace projector of maximizes the last trace, giving the Helstrom formulaOn the span of the two states, has eigenvaluesThereforeand the positive/negative eigenspace measurement attains equality.
The right side equals one exactly when . Thus two pure states are perfectly distinguishable exactly when they are orthogonal.
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For a chosen unit vector , the two possible outputs have inner productPart (a) says they can be perfectly distinguished exactly when this inner product is zero. Such an input exists exactly when
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If with , unitarity givesHence . Every eigenvalue of a unitary matrix therefore lies on the unit circle.
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The three eigenvalues areThus is the filled triangle with verticesin the complex plane. Its upper edge is the horizontal chord joining the last two vertices, and the other two edges join those points to . In particular, the origin lies outside this triangle.
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The two eigenvalues are the points at arguments and . The counterclockwise arc from to has length , while the complementary clockwise arc has length . The shorter of the two contains the spectrum. ThereforeThe two geometric cases are respectively the short counterclockwise arc and the short complementary clockwise arc; at both semicircles have length .
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For points on the unit circle, their convex hull contains the origin exactly when they are not all contained in an open semicircle. Equivalently, the shortest closed arc containing them has length at least . Applying this to and usinggivesPart (b) now proves the claimed perfect-discrimination criterion.
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By choice-function well-ordering construction, use transfinite recursion to choosewhenever the set on the right is nonempty. The chosen elements are distinct, so if this construction continued through the Hartogs theorem ordinal , the map would inject into , a contradiction. It therefore stops at some ordinal . At the stopping stage every element of has been selected, and henceis a bijection .
Assuming the axiom of choice, every set has such a choice function on its nonempty subsets. Transporting the membership order on across the bijection well-orders . Thus the axiom of choice implies the well-ordering theorem.
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Apply the stated cardinal comparability principle to and its Hartogs ordinal . The Hartogs theorem rules out an injection , so comparability supplies an injectionOrder by exactly when . This is the restriction of an ordinal well-order and therefore well-orders . Hence every set can be well-ordered. The well-ordering theorem is equivalent to the axiom of choice: for a family of nonempty sets, well-order its union and choose the least member of each set. The comparison statement therefore implies choice.
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An initial ordinal is an ordinal that is not equipotent to any smaller ordinal. Equivalently, it is the least ordinal having its cardinality. The aleph numbers enumerate the infinite initial ordinals: is the least initial ordinal greater than , and at a limit , is the least initial ordinal greater than every for .
Each is infinite and initial by construction. Conversely, let be an infinite initial ordinal. The infinite initial ordinals below form a set and therefore have an ordinal order type . The recursive enumeration above lists exactly those predecessors before stage , so its next value is .
Read literally, “has cardinality ” is too weak: has cardinality but is not initial. The valid characterization isIf “has cardinality” in the question means “is the cardinal represented by,” this is precisely the requested statement.
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This is König theorem for cardinal numbers. Since , map in the disjoint union to the element of the product defined byHere implies . The unique nonzero coordinate and its value recover , so this is an injection
For strictness, suppose mapped the disjoint union onto the product. For each , the sethas cardinality at most , so it cannot exhaust . Choose . Then differs from in coordinate for every , contradicting surjectivity. By Cantor-Schröder-Bernstein theorem, an injection in the reverse direction would combine with the displayed injection to give a bijection and hence a surjection. Therefore
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Apply König theorem for cardinal numbers with , , and . Standard infinite cardinal arithmetic giveswhereas every factor in the product is at most . Hence
Now suppose . The exponent laws for infinite cardinals would givecontradicting the strict inequality. Therefore
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A graph is eulerian graph if it has a closed trail containing every edge exactly once. For a graph with at least three vertices, the Euler circuit criterion says that it is Eulerian exactly when it is connected and every vertex has even degree.
Necessity is immediate: each visit of a closed trail to a vertex uses one entering and one leaving edge, so the incident edges occur in pairs; the trail also joins every vertex incident with an edge. Conversely, start at any vertex and extend an edge-simple trail until no unused incident edge remains. Even degrees force this maximal trail to end where it began. If edges remain, connectedness supplies a vertex of this circuit incident with an unused edge. Construct another closed trail from there and splice it into the first. Repeating consumes every edge and gives an Euler circuit.
The line graph has vertex set , with two vertices adjacent when the corresponding edges of share an endpoint. If is connected and -regular, then is connected, and the vertex corresponding to an edge has degreeEvery degree is even, so the Euler circuit criterion makes Eulerian.
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The Euler formula for a connected planar graph follows by induction on the number of cycle edges. If is a tree, then and , so . Otherwise remove an edge belonging to a cycle. The graph remains connected, while the two faces adjoining that edge merge: both and decrease by one. Thus is unchanged, and induction reaches a tree.
Every edge borders two face sides, so the sum of the face sizes is . If every face has size at least , thenSubstitute from Euler's formula:and hence the planar girth edge bound
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For each crossing pair, delete one of its two edges. At most distinct edges are deleted, and the graph left behind has a crossing-free drawing. The planar graph edge bound therefore givessoThis is the linear estimate underlying the crossing lemma.
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Choose each vertex independently with probabilityand take the induced drawing. Let its numbers of vertices, edges, and crossing pairs be . Since crossing edges have four distinct endpoints,Part (i), with the harmless positive constant dropped, gives for every outcome. Taking expectations,For , the right side is . Dividing by proves the crossing lemma estimate
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Up to conjugacy, the transitive subgroups of the symmetric group on four points areRepresentatives are , the normal Klein four group of double transpositions, , , and .
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For the biquadratic extension , the assumptions say that the square classes of and are independent. In particular : writing and comparing the coefficient of after squaring would force either or to be a square in . Hence
The field is the splitting field of and the characteristic is not two, so it is Galois. Its four automorphisms independently choose the signs of and , givingBy the Galois correspondence, the intermediate-field lattice isEach of the three middle fields has degree two over , and distinct middle fields intersect in .
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Squaring and eliminating the inner radical givesThus are roots ofand are roots ofBoth polynomials are irreducible by the Eisenstein criterion at , so these are the four minimal polynomials over .
Over , the relevant radicands areThe norms of and to equal , so neither can be a square in . Also with would force , followed by either or , both impossible. Thus is not a square either.
Similarly, over the radicands and have nonsquare norm , while would force either or . Hence is not a square in . Both extensions therefore satisfy all the hypotheses of part (b).
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Let . Sincepart (b) gives . The roots of are , all in , so is its splitting field and is Galois. Its action on the four roots is transitive; the order-eight entry in the list from part (a) is . Therefore
For an explicit dihedral Galois action on four radical roots, defineThen and . The subgroup lattice is determined byHere lies in all three order-four subgroups; lie in ; and lie in .
Reversing inclusions under the Galois correspondence gives the complete field latticeThe incidence is likewise reversed: lies in ; lies in that field, , and ; and lies in that field, , and . The hint verifies the last two quartic fields through and .
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WriteThe homogeneous polynomial representation of SU2 is the symmetric-power action determined byand extended multiplicatively to .
The character of a representation is . Every is conjugate to with , and hence the character of the homogeneous polynomial representation of SU2 isFor this is , interpreted by continuity when .
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The classification of finite-dimensional representations of SU2 says that every irreducible is one of the , and compactness gives complete reducibility. The standard alternating formis -invariant and identifies with . Taking symmetric powers gives for every . Therefore, ifthenThis proves self-duality of finite-dimensional SU2 representations.
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For an irreducible , Schur lemma makes the central element act by a scalar . Since , , and on it acts by . Thus lies in the kernel and the action factors through , as in central parity on SU2 tensor products.
This fails for reducible representations. Take . On the summand , the element acts as , so the tensor-square action does not factor through the quotient.
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For conjugate to , multiplication of the weight sums givesIndeed, the coefficient of on the left counts pairs with and ; the nested weight strings on the right give the same multiplicity. Characters determine finite-dimensional representations of the compact group , soThis weight-counting argument proves the required case of the Clebsch-Gordan decomposition for SU2 rather than merely quoting it.
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If the eigenvalues of are , then those of on are for . Therefore the Character of an exterior square is
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Let . In the summand from part (d), a highest-weight vector isThe raising operator annihilates this sum because consecutive terms cancel. Interchanging the tensor factors sends to . Since each summand in part (d) has multiplicity one, the flip acts by that scalar on the whole summand. The alternating square therefore consists exactly of the odd- summands. This flip parity in the SU2 tensor square gives
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One form of the Seifert-van Kampen theorem says that if , with open and path-connected and containing the base point, then is the pushout of
For the fundamental group after attaching a 2-cell, take to be together with a collar of the attached disc and to be a slightly enlarged open disc. Then , is simply connected, and ; its generator maps to in . Van Kampen therefore gives
Take , whose fundamental group is the free group , and attach one 2-cell along the loop represented by . The resulting connected presentation complex satisfies
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A covering space is a map such that every has an open neighbourhood for whichwith every restriction a homeomorphism.
Let in
. ThenThe subgroup is normal of index three, so the degree of a connected covering shows that every fibre has exactly three points.
. ThenThe subgroup is normal of index three, so the degree of a connected covering shows that every fibre has exactly three points.
The cell complex of a covering from a coset graph gives an explicit model. Take vertices with indices modulo three; put an -loop at every , and a directed -edge . Attach a 2-cell at each alongMap every to , every to the -cell, every to the -cell, and each 2-cell homeomorphically to the unique 2-cell of . Its attaching word is the lift of beginning at . This defines the required connected three-sheeted covering.
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The Arzela-Ascoli theorem in sequential form states: if is a compact metric space and is a uniformly bounded, equicontinuous sequence in , then it has a uniformly convergent subsequence. Equivalently, a subset of is relatively compact in the uniform norm exactly when it is uniformly bounded and equicontinuous.
For sufficiency, choose a finite -net for every . The union is countable and dense. Uniform boundedness makes each scalar sequence , , bounded. Successive applications of Bolzano-Weierstrass followed by a diagonal choice give a subsequence for which converges at every .
Given , equicontinuity supplies such thatfor every . Choose a finite -net from . Pointwise convergence on those finitely many points makes uniformly Cauchy on the net, and the two equicontinuity estimates make it uniformly Cauchy on all of . Since is complete, converges uniformly.
Conversely, a relatively compact family is uniformly bounded because its closure is compact in the normed space . Given , cover that compact closure by finitely many uniform balls of radius , centred at continuous functions . Uniform continuity of the finitely many gives one that works for all of them. Approximating any family member by one proves equicontinuity.
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Let the common bound be . The derivative bound and the mean-value theorem giveso on every compact interval the sequence is uniformly bounded and equicontinuous. Apply the Arzela-Ascoli theorem first on , then to a subsequence on , and so on. The diagonal subsequence for locally uniform convergence gives a strictly increasing such that converges uniformly on every to a function . The limit is continuous and satisfies .
Global uniform convergence need not follow. Choose a nonzero continuously differentiable bump function supported in and setThe functions and their derivatives have a common bound. On every fixed compact interval, is eventually zero, so every subsequence converges locally uniformly to . Neverthelessfor every . Thus the proposed global conclusion is false.
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If almost everywhere, then almost everywhere, so the integral defining is independent of the representative. Homogeneity and the triangle inequality follow from the corresponding pointwise properties of absolute value. Moreover,so this is a norm on the Lebesgue space of almost-everywhere equivalence classes.
The Riesz-Fischer theorem states that is complete for . Applied with , it says that every -Cauchy sequence of these equivalence classes converges in . Thus is a Banach space.
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Consider the inclusion mapIts graph is closed. Indeed, suppose in and in . By hypothesis, some subsequence of converges almost everywhere to . From its convergence, that subsequence has a further subsequence converging almost everywhere to . Uniqueness of almost-everywhere limits gives as classes.
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No. TakeThis is a Banach space, and -convergence implies convergence, which has an almost-everywhere convergent subsequence. Thus the hypotheses hold.
However, letThe power singularity integrability test gives but . Its truncations belong to and converge to in by dominated convergence. Hence is -Cauchy in but has no limit belonging to . Therefore need not be complete in the norm.
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Choose an evenly covered neighbourhood and a component of . If is a complex chart, useas a chart on . On overlaps, the transition maps are exactly transition maps between charts of , hence are holomorphic. These charts give the unique complex structure lifted through a covering map for which is a local biholomorphism, and therefore analytic. The Hausdorff assumption is already given; connectedness and the second-countability of a Riemann surface ensure the resulting covering surface has the required manifold properties.
A surface is simply connected when it is path-connected and every loop is null-homotopic, equivalently when its fundamental group is trivial. The uniformization theorem says that every simply connected Riemann surface is biholomorphic to exactly one ofTheir analytic automorphism groups are
A covering space action of on is an action by homeomorphisms such that every has a neighbourhood satisfyingIn particular the action is free. Every nonidentity Möbius transformation of has a fixed point: solving gives a root on the sphere. Consequently a subgroup acting as a covering space action must be trivial. Its quotient is the sphere itself and is Hausdorff.
The Hausdorff conclusion fails on other Riemann surfaces. On
, let withEvery orbit is discrete in and has trivial stabilizer; small enough neighbourhoods have disjoint nontrivial translates, so this is a covering space action. Yet the two orbits throughcannot be separated in the quotient. Indeed, forwe have and . Thus every pair of quotient neighbourhoods of the two distinct orbits intersects, proving that is not Hausdorff.
, let withEvery orbit is discrete in and has trivial stabilizer; small enough neighbourhoods have disjoint nontrivial translates, so this is a covering space action. Yet the two orbits throughcannot be separated in the quotient. Indeed, forwe have and . Thus every pair of quotient neighbourhoods of the two distinct orbits intersects, proving that is not Hausdorff.
Simple connectedness does not repair this. Lift to the universal cover of . Choose the lift preserving the angular interval from to . The lifted points of still converge to a lift of , while their th translates converge to a lift of ; those two lifts belong to different orbits. The lifted action is again a covering space action, and its quotient is non-Hausdorff although is simply connected.
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Letbe the homogeneous coordinate ring. Its Hilbert function agrees for all sufficiently large with a polynomial . Since is a curve,The degree of a projective curve is the positive integer . This is well-defined because the graded ring , and hence its eventual Hilbert polynomial, depends only on the embedded projective variety, while a polynomial agreeing with the Hilbert function for all large integers is unique.
This definition also has the geometric interpretation expected of degree. For a sufficiently general hyperplane that does not contain , multiplication by gives an exact sequenceConsequently, for large ,The left side is the length of the zero-dimensional scheme . Thus a generic hyperplane meets in points counted with intersection multiplicity, independently of the chosen generic hyperplane.
For the stated linear embedding, the homogeneous coordinate ring of isThe graded rings have the same Hilbert polynomial, so degree under a linear projective embedding gives
Degree is nevertheless not an invariant of an abstract curve. In , a line has degree one and the smooth conichas degree two, but the mapidentifies the conic with , as is any projective line.
For the specified set , the equations are the minors ofOn the affine chart , they forceso this chart is an affine line. When , the equations force , leaving the single point . Hence is the twisted cubic, parametrized byIt is therefore an irreducible projective curve. A generic hyperplane pulls back to a binary cubicwhich has three zeros on counted with multiplicity. Thus
No nonzero linear form vanishes on , since substituting its parametrization would make the four coefficients of the displayed binary cubic vanish. Therefore every hypersurface containing has degree at least two. Ifthen is impossible because a nonzero hypersurface in has dimension two. Hence at least two nonconstant are needed, andThis is the degree obstruction to the twisted cubic being a complete intersection.
Finally compare the twisted cubic with a smooth plane cubic, such asviewed in by the given linear embedding. Both curves are irreducible and have degree three. The twisted cubic is isomorphic to and has genus zero, whereas the supplied plane-curve genus formula givesSince genus is an isomorphism invariant, these equal-degree curves are not isomorphic.
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For a local parametrization , the first fundamental form is the Euclidean inner product restricted to each tangent plane:Writing , this is
After choosing an orientation, the Gauss map isThe second fundamental form is , where the shape operator is . In coordinates,The Gaussian curvature and mean curvature are respectively the determinant and half the trace of :Changing the chosen normal reverses and but leaves unchanged.
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Because the profile is parametrized by arc length,The tangent vectors areso the first fundamental form of an arc-length surface of revolution isWith the orientation determined by , the Gauss map isThe second derivatives giveand hence
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A unit-speed surface curve is a geodesic when its acceleration is normal to the surface, equivalently when its covariant acceleration vanishes. In coordinates , the Christoffel symbols of the Levi-Civita connection areThe coordinate functions of a geodesic satisfy the geodesic equation
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For the metricthe Christoffel symbols needed in the equation areThus a geodesic obeysMultiplication by turns this intoConsequently the Clairaut first integral for a surface of revolution isIt is also the conserved momentum associated with the cyclic coordinate .
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Put . If in probability, then for ,Taking the upper limit and then letting proves that the expectations tend to zero. Conversely,so expectation convergence implies convergence in probability. This proves the bounded-metric characterization of convergence in probability.
For the subsequence assertion, choose so thatThe first Borel-Cantelli lemmas then says that only finitely many of these events occur almost surely. Henceeventually almost surely, and almost surely. This is the almost-sure subsequence from convergence in probability.
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Herefor every , so in probability. On the other hand, the events are independent andThe second Borel-Cantelli lemmas givesThus cannot converge almost surely to zero. This independent rare-event counterexample to almost-sure convergence proves that convergence in probability need not imply almost-sure convergence of the full sequence.
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The conclusion printed as convergence in probability is already an assumption; the substantive conclusion is convergence in , and we prove that stronger statement.
First, the almost-sure subsequence result from part (a) and Fatou's lemma show that :ConsequentlyFix and . Splitting according to
and applying Hölder's inequality on the complement givesThe second term tends to zero because of convergence in probability and the uniform bound. Taking the upper limit and then provesThis is convergence in Lp from convergence in probability and an Lr bound.
and applying Hölder's inequality on the complement givesThe second term tends to zero because of convergence in probability and the uniform bound. Taking the upper limit and then provesThis is convergence in Lp from convergence in probability and an Lr bound.
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PutThis is the renewal process generated by the interarrival times. Since the variables have a density and positive finite mean, almost surely, so is finite and tends to infinity with . The strong law givesOn this probability-one event,Dividing by and using givesBoth outside expressions tend to , soThis is the renewal counting law of large numbers.
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The size-biased distribution associated with is defined byfor every bounded measurable . Thus, if has density , then has density .
Now suppose that is exponential with rate . The renewal epochs form a Poisson process. Writeso that . Independent stationary increments and the exponential waiting-time law show that is exponential with rate , independent of the history up to and hence of . For fixed and ,Consequently converges in distribution to another rate- exponential variable, independent of . Therefore converges to the sum of two independent rate- exponentials, whose density isThe size-biased density of is likewiseHence the exponential renewal interval limit is
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Let be the distribution function of , write , and fix . SetConditioning on the first interarrival givesIndeed, if , the first interval contains and must also have length at least ; if , the process starts afresh at time .
Put and . ThenwhereIn particular . Iterating the renewal equation yieldsFor fixed , the last term tends to zero in absolute value because is bounded andIt follows thatThus the stochastic length bias of a renewal interval givesfor every .
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For an observed value , the likelihood iswhile the gamma prior with shape and rate has densityThe posterior density is therefore proportional toNormalizing this gamma kernel proves the Poisson-gamma conjugacy formula
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The risk of a decision rule is its expected loss at a fixed parameter value:For a prior , a Bayes estimator minimizes the integrated riskor equivalently minimizes posterior expected loss for almost every observation. A minimax decision rule minimizesover all decision rules.
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Let be any decision rule. For every ,because is the infimum of the integrated risk under . Taking the lower limit givesThe given rule has constant risk , and hence worst-case risk exactly . It attains this universal lower bound and is therefore minimax. This is the constant-risk limit-of-Bayes-risk criterion.
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Given , the posterior expected loss from reporting isThis is a strictly convex quadratic in whenever the conditional inverse moment is finite and positive. Differentiating with respect to givesso the Bayes estimator under reciprocal weighted quadratic loss is
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To show that no rule has smaller worst-case risk, fix any and letPart (a) givesSince the reciprocal moment of a gamma variable with shape and rate is , part (b)(iii) gives the Bayes ruleIts minimum posterior expected loss isHence the Bayes risk isThe criterion from part (b)(ii) now proves
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A european call option with maturity and strike paysat time . Let be the risk-neutral conditional probability of the factor . The discounted stock must be a martingale, soand thereforeBoth probabilities are strictly positive. At every node these are the unique probabilities satisfying the martingale condition, so the fundamental theorem of asset pricing gives a unique no-arbitrage price.
If exactly of the moves use the factor , thenand there are such paths. Discounted risk-neutral expectation now giveswhere
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The terminal payoffs satisfy the pointwise identityPricing both sides by discounted risk-neutral expectation givesbecause the discounted stock is a martingale. Thus put-call parity is
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Condition on the first risk-neutral move. After a factor , homogeneity of the call payoff givesand the analogous identity holds for . Therefore the binomial call-price recursion iswithThe inequalities and make both coefficients positive.
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Writefor the product of the last stock factors. The forward-start payoff isUnder the risk-neutral measure the binomial factors are independent with the same probability at every node. Hence and are independent, whileThe forward-start call option consequently has priceAn ordinary -period call with strike has priceThe required equality therefore holds for
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Write the contour near the simple saddle aswith its given orientation. Since ,Along a steepest-descent tangent the quadratic coefficient is real and negative, soMoreover . Only a neighbourhood of width contributes at leading order, and there . The local integral is consequentlyEvaluating the Gaussian proves the simple-saddle contribution in steepest descent:
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Factor the integrand in the Schläfli contour integral for Legendre polynomials asThus one may takewith a branch of the logarithm chosen locally along the deformed contour. Differentiation givesFor , its saddle points solveand hence
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At a saddle the numerator of vanishes, so differentiating the quotient there givesSincewe obtain
The tangent angle must satisfyAn anticlockwise deformation of the original contour through both saddles can be oriented withAngles differing by describe the same unoriented tangent; the displayed choices give the orientation needed to pass through the lower saddle and then the upper saddle while still enclosing .
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At the two saddles,andApplying the method of steepest descent with the oriented angles from part (ii), and including the prefactor , gives two conjugate contributions. Iftheir sum isTherefore the Debye asymptotic for Legendre polynomials isThus
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Let be a planar system on a simply connected domain . The Bendixson-Dulac criterion states that if some makeshave one sign throughout and not vanish identically on any open subset, then contains no periodic orbit.
Indeed, if a periodic orbit bounded a region , then and hence would be tangent to . Its normal flux would therefore vanish. The divergence theorem would givecontradicting the sign hypothesis. Taking gives the usual Bendixson divergence criterion.
The stability version of the divergence test concerns an existing periodic orbit of period . Liouville's formula for the variational equation shows that its nontrivial floquet multiplier isThus the divergence test for a planar periodic orbit says that is asymptotically stable if the integral is negative and unstable if it is positive.
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Put . The system can be writtenIt therefore vanishes at the origin. The linearization there has eigenvaluesHence the origin is an asymptotically stable focus for and an unstable focus for .
When the linearization alone is inconclusive. Direct radial reduction giveswhich is positive for every sufficiently small . The origin is therefore unstable at as well, although trajectories leave it only at cubic order.
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The polar equations areEvery positive zero of the radial factor is therefore a circular periodic orbit of period . Writing , the equation isThe resulting count isFor the two-orbit range, . Differentiating the radial vector field at an orbit givesso the inner orbit is unstable and the outer orbit is stable. Atthey meet in a saddle-node bifurcation of periodic orbits. Atthe inner orbit shrinks into the origin, giving the second bifurcation.
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The larger bifurcation value is . For the origin is stable and an unstable periodic orbit of radiussurrounds it. That orbit collapses into the origin as , after which the origin is unstable. This is a subcritical Hopf bifurcation.
After a positive rescaling of radius, its local normal form isor equivalentlyThe full quintic radial Hopf equation also has the stable outer branchIn the bifurcation diagram, the branch is stable for and unstable for . The unstable branch runs from backwards towhere it folds into the stable branch; the latter continues to larger .
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The divergence of the Cartesian vector field isOn a periodic orbit with andthis becomes the constantSince the period is , the divergence integral isIt is positive on the inner branch , negative on the outer branch , and zero where the branches meet at . The divergence test therefore classifies the inner orbit as unstable, the outer orbit as stable, and the double orbit as nonhyperbolic, exactly as the radial phase line does.
There is also no conflict with the exclusion form of the divergence criterion. For a circular orbit of radius ,so the divergence necessarily changes sign or vanishes somewhere in its interior; it cannot have the strict one-sign property that would exclude the orbit.
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Putand seek the rank-one Gelfand-Levitan-Marchenko kernel in the separable formSubstitution into the Gelfand-Levitan-Marchenko equation givessoand hence
WriteThe reconstruction formula for this inverse scattering transform convention yieldsIf , then . Takingtherefore produces the required one-soliton of the Korteweg-De Vries equation, withHere the usual bound-state norming constant has and , so is real.
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LetOn , . The supersymmetric factorization of the one-soliton potential isIn particular, is nonnegative, so every eigenvalue of satisfies
Equality is attained precisely when . Solving that first-order equation giveswhich is square-integrable. With unit normalization, , and
It remains to exclude another bound state. Since this Pöschl-Teller potential tends to zero at infinity, a bound-state energy must have . If , then applying togivesThe free one-dimensional Schrodinger operator has no nonzero square-integrable eigenfunction with . Consequently , and the state must be proportional to . Thus there is exactly one bound state, with
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Work in units with . For unit mass and frequency, the two-dimensional isotropic harmonic oscillator hasThe product number states are therefore energy eigenvectors:For the level , the possibilities areso its degeneracy isRestoring units multiplies every energy by .
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The planar orbital angular momentum isThe canonical commutation relations giveConsequentlyThus angular momentum preserves each energy eigenspace. More explicitly,soWithin a degenerate energy eigenspace, this argument places no further restriction on the matrix of .
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For , expand the commutator and commute one annihilation operator past one creation operator:Hence the oscillator bilinear commutator isSincewe obtainEvery therefore acts within a fixed energy eigenspace.
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Contracting the result of part (c) with the Pauli matrices givesThus the form the Schwinger boson representation of the commutation relations. The second Pauli matrix givesand therefore
On the energy level , the total occupation is . The states form the spin- irreducible representation. Every component of its angular momentum generator has eigenvaluesSince , the possible orbital angular momenta areThere are distinct values, exactly matching the degeneracy found in part (a); hence each occurs once. Restoring multiplies every by .
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The symmetric vector has eigenvalueLet , so . For either vectorthe other two components in each row sum to minus the component in that row. Both therefore have eigenvalueThe spectrum is consequentlywith normalized eigenvectors obtained by multiplying the three displayed vectors by .
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Translation by one site multiplies a lattice wave by , so the coefficients of a finite periodic tight-binding ring arePeriodicity after three sites requiresChoosing representatives in the Brillouin zonegivesThe corresponding states areThey reproduce respectively the coefficient vectors , and .
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Under , reindexing gives the same three terms modulo three sites. The term shifted by three sites is unchanged because and . Therefore
The one-dimensional Bloch theorem states that an eigenfunction in a potential of period can be chosen in the formIt applies because the three-atom ring is invariant under translation by one lattice spacing and obeys periodic boundary conditions.
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In two dimensions, each allowed wavevector occupies area in -space. Including the two spin states, the number of states in an annulus isSincethe two-dimensional free-electron density of states isfor . The Fermi-Dirac distribution is
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Because with , fixed particle number gives andThe two-dimensional degeneracy pressure of a two-dimensional Fermi gas is therefore
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Keep the chemical potential at its zero-temperature value and put . Away from ,Consequentlywhere
The bracket is an odd function localized to . When , extending the lower limit to makes the integral vanish exactly. The omitted tail is exponentially small; indeed direct integration givesThis is the low-temperature particle-number cancellation for constant density of states.
For the energy,At low temperature the first term is exponentially small. In the second, extend the lower limit to and set :The remaining integral is a finite positive constant, proving the quadratic low-temperature energy correction for constant density of states:
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For a localized charge and current distribution, take the retarded vector potentialLet , , and . If the source size is much smaller than both and the characteristic radiation wavelength, the leading dipole term iswhere the last identity follows from charge conservation.
Keeping only the terms in the radiation zone gives the transverse fieldsThe radial Poynting vector therefore yieldsUsingor equivalently , we recover the electric dipole radiation formulaThis requires a localized, nonrelativistic source of size , observation distance and , and neglect of higher multipoles and faster-decaying near fields.
For the pulsar, write its magnetic dipole moment as to distinguish it from the electric dipole above. The magnetic dipole radiation formula differs by a factor :Hereand hence
On the slow spin-down timescale, energy conservation gives the magnetic-dipole spin-down equationsoHalf of the initial rotational energy remains when . Thereforewhere . Since , the equivalent expression is
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WriteFor a radial null ray, the Schwarzschild spacetime line element givesOutside the horizon an ingoing ray has , so it takes the minus sign. Since the Schwarzschild tortoise coordinate obeys ,It follows thatis constant along every ingoing radial light ray.
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Since and ,Substitution into the metric givesThese are Ingoing Eddington-Finkelstein coordinates. Every coefficient is finite at , and the determinant of the block is . Thus the apparent singularity there in Schwarzschild coordinates is a coordinate singularity; the metric extends smoothly across the Schwarzschild event horizon.
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For radial light rays, the transformed metric givesThe two families of radial null trajectories in ingoing Eddington-Finkelstein coordinates are thereforefor ingoing rays andfor outgoing rays.
Now set . Along ingoing rays,Along outgoing rays,and integration givesThus the ingoing rays are straight lines of slope in the - plane. Outgoing rays have positive slope outside , become vertical as they approach the horizon, and have negative slope inside it; the horizon itself is the limiting outgoing null ray.
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For the outgoing family,When , this derivative is positive, while ingoing rays move to smaller . The future light cone therefore has one outward and one inward radial edge, and a future-directed massive particle may move either inward or outward, provided its worldline remains inside that cone.
At , the outgoing edge has and lies along the horizon. When , even this nominally outgoing edge has . Both future null directions point toward decreasing , so every future-directed timelike direction between them does too. A massive particle inside the horizon cannot remain at fixed or return to ; it must continue toward the curvature singularity at .
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For a static observer, , soThe coordinate travel time of a radial signal depends only on the fixed endpoint radii. Successive signals emitted a coordinate-time interval apart are therefore received with the same coordinate-time separation. The gravitational redshift between static Schwarzschild observers is consequentlyFor the numerator is approximately one, whileHenceThe received signals become arbitrarily widely separated and redshifted as Alice approaches the horizon. A static observer exactly at the horizon is impossible because the proper acceleration required to remain static diverges there.
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The incompressibility equation turns the advective term into a divergence:because . For a plume in an otherwise stationary environment, the boundary-layer pressure equals the ambient pressure and has no imposed -gradient. Integrating the vertical momentum equation across therefore givesBoth boundary terms vanish as the velocity and shear decay away from the plume. Hence the integral momentum-flux balance for a two-dimensional plume is
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Let and denote the characteristic vertical speed and width. Integrating the result of part (a), with , gives the scalingThe boundary-layer scaling in the momentum equation balances vertical inertia against transverse viscosity:Substituting this into the momentum-flux relation givesand thereforeReturning to the viscous-inertial balance then givesThese are the similarity scaling of a two-dimensional laminar plume.
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Choose the stream function conventionwhich satisfies continuity identically. Introduceso thatTake the similarity solutionThenandA direct differentiation shows that the terms containing cancel:Also,while the delta scaling givesThe definitions of and implyAfter cancelling the common dimensional factor, the similarity equation for a two-dimensional laminar plume isThus
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For a plane wave , the Klein-Gordon equation givesThus the positive-frequency dispersion relation is
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For , the phase velocity and group velocity areAs increases from zero, decreases from toward , while increases from zero toward .
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Sincethe phase speed is always larger than the group speed for nonzero finite . Wave crests therefore move faster than the packet envelope.
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Each Fourier mode has zero initial velocity, soAlong this isPutThe two phases have stationary points at and , respectively. At those points,
Because the initial field is real, . Applying the stationary phase method to the two conjugate contributions gives the stationary-phase asymptotic of a Klein-Gordon wave along a subluminal ray:Equivalently, if ,
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If the real initial displacement is even, then is real and even. Assume and setWhen , the leading result from part (i) is a positive multiple ofIts upward zero crossings of an oscillatory stationary-phase tails occur when the phase is modulo . ThereforeIf , the sign is reversed and the upward crossings instead satisfyThe slow derivative of the envelope changes these times only beyond leading order.
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Consider a general constant-coefficient linear difference schemeA spatial Fourier mode has the formIf one time step multiplies its amplitude by , then , and substitution gives the amplification polynomial of a multilevel finite difference schemeFor a one-step method this equation directly determinesBy Parseval's identity, Von Neumann stability analysis gives -norm stability when for every Fourier mode. For a multilevel method, every root must obey the corresponding root condition.
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Insertinto the diffusion scheme. Sincewe obtainThus the Crank-Nicolson diffusion scheme hasFor , the denominator is positive andHence
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For the wave scheme, use . After multiplying by , the recurrence becomesEquivalently,Because the two roots have product one, both lie on the unit circle precisely whenThis must hold for every . At it requires . Since the question assumes , stability is possible only for . The condition at then becomesor . With the stipulated , the centered three-level wave scheme is stable exactly whenFor every , sufficiently long-wavelength modes have a real root larger than one, whatever the value of .
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Let be the tridiagonal matrix with diagonal entries and adjacent off-diagonal entries on the interior grid points. The finite-interval scheme isFor interior points, the dirichlet discrete Laplacian has eigenvaluesThe corresponding eigenvalues of the amplification matrix areSince and ,for every . The matrix is real symmetric in the sine eigenbasis, so its induced -norm is the largest . This proves the crank-Nicolson stability on a finite Dirichlet interval and gives
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