Expand the finite Euler product into convergent geometric series. Every positive integer has all its prime factors at most , soThe harmonic series diverges, hence . If the sum of reciprocal primes were finite, then the inequality for would giveuniformly in , contradicting . Thus the sum of prime reciprocals diverges. Unique factorization justifies the expansion; no estimate for the distribution of primes is required. This is the Euler proof that the sum of reciprocals of primes diverges.
The closed-set form of the Baire category theorem says: if a nonempty complete metric space is a countable union of closed sets, at least one of those sets has nonempty interior. Equivalently, a complete metric space cannot be a countable union of closed sets with empty interiors. In the application the space is with its usual complete metric.
Suppose the continuous functions converged pointwise to the rationality indicator. Each is closed, sincePointwise convergence implies that every point belongs to some : its eventual values lie near either zero or one. Thus . By the Baire category theorem, some contains a nonempty open interval . Choose a rational and an irrational . For sufficiently large , convergence gives and . The intermediate value theorem then forces to take the value between them, at a point in . This contradicts the defining condition of . Therefore the rationality indicator is not a pointwise limit of continuous functions, the rationality indicator is not Baire class one result.
A plane crystallographic group is a discrete subgroup of the Euclidean plane's isometry group with compact quotient; equivalently a compact set has translates covering the plane. We prove the crystallographic restriction theorem without assuming its conclusion. The orientation-preserving subgroup has index at most two and still has a cocompact group action. Its subgroup of translations is discrete as an additive subgroup of .
Suppose were trivial. Linear parts of orientation-preserving plane isometries commute, so every group commutator in is a translation. Thus would be an abelian group. Every member would then commute with the given nontrivial rotation and preserve its unique fixed point. A discrete subgroup of the compact rotation group about that point is finite. Then would be finite, contradicting cocompactness on the unbounded plane. Hence contains a nonzero vector .
If is a half-turn its order is already two. Otherwise its linear part rotates to a linearly independent vector , and conjugating translations shows that . Thus spans the plane and is a Euclidean lattice. A discrete additive subgroup meets every bounded closed set in finitely many points: an accumulating sequence would give nonzero differences tending to zero, contradicting isolation of the identity. To see the Euclidean lattice assertion directly, choose a shortest nonzero translation . Translations on its line are integer multiples of . Reducing all parallel components modulo shows that nonzero perpendicular components are bounded away from zero, since otherwise infinitely many translation vectors would accumulate in a compact rectangle. Choose a vector with the smallest positive perpendicular component; reducing by and then proves .
Conjugation by preserves this Euclidean lattice. In its Euclidean lattice basis, is therefore an invertible integer matrix with determinant one. Its trace is an integer and is also , where is the rotation angle. Since is nontrivial,These values give angles of order respectively. Hence
Shannon second coding theorem identifies the channel capacity of a discrete memoryless channel as : rates below admit block codes with error probability tending to zero, whereas a rate above cannot achieve vanishing error. Entropies here are measured in bits. For a binary erasure channel, a non-erased output determines its input exactly, while an erasure, independent of the input, leaves the original uncertainty unchanged. If , thenThe binary entropy function has maximum one at . ThereforeThis includes the noiseless case and the wholly erased case .
The R command fits a Poisson regression with the default log link:with independent annual counts conditional on the supplied temperature index. The fitted mean is . The intercept gives about expected named storms at index zero. A one-unit increase in the index multiplies the expected count by ; a increase multiplies it by about .
The reported standard errors estimate the sampling uncertainty of the coefficients. Each displayed is the estimate divided by its standard error, compared with a standard normal distribution under a zero-coefficient null hypothesis. The slope has and two-sided , evidence of positive association within this model. The intercept test is against mean one at index zero and is not itself a test of a climatic mechanism. Association does not establish causation.
There are annual observations and two fitted coefficients, giving residual degrees of freedom. The residual deviance iswith . It is not large relative to and gives no obvious overdispersion signal, although temporal dependence and omitted covariates still require substantive assessment.
For 2005 insert the index into the fitted mean:This is an expected count, approximately fourteen storms, rather than a guarantee of an integer outcome. In R one would use
predict(Mod, newdata=data.frame(Temp=0.743), type="response"). A predictive distribution must include Poisson variation and, if desired, coefficient-estimation uncertainty; the latter needs the coefficient covariance matrix, not just the two printed standard errors.Integrating the population equation over the line and using vanishing boundary flux gives , where . Since , one has . On the other hand the similarity substitution givesConsequentlyThe decay condition is on the nonlinear diffusive flux ; compact support also satisfies it.
For the similarity solution, differentiation givesChoose . The remaining equation is . Its integration constant is zero for the required decaying or compactly supported profile, so . Where , this gives . For a nonnegative population the complete profile is thereforeNormalization gives , hence . Integrating the scale equation with zero initial scale yieldsThusIts support satisfiesThe profile is a weak solution at its moving edges, where vanishes. As its support shrinks to the origin and its mass tends to , so its initial distribution is . The bounded limiting range assumes ; at zero death rate the scale instead grows as .
The nonzero fixed point of the logistic map is , with multiplier . It is stable for , and its multiplier crosses at . To identify the emerging orbit explicitly, factorThe remaining two roots, interchanged by , areThey coincide with at three and are distinct for . Their cycle multiplier isIt lies between and for . This establishes the first period-doubling bifurcation and the stable bifurcating two-cycle.
At , and . The second flip is nondegenerate: for at either cycle point, the cubic flip coefficient is when . Here denotes the Schwarzian derivative. Since and , this coefficient is positive. Locally, after following the fixed point of , its second iterate has the form , with . Nonzero roots therefore appear with on the increasing-parameter side. These are a four-cycle of , proving the second period-doubling bifurcation occurs at .
For , absolute convergence permits the two-dimensional gamma integralPut , , with , and Jacobian determinant . Separation of the integrals gives the beta-gamma identityThe beta integral is finite in this half-plane. Thus a zero of would imply , and iteration would imply for every positive integer . But integration by parts gives , and continuity near one makes as . It cannot vanish for sufficiently small , a contradiction. Therefore the Gamma function has no zeros in the right half-plane.
For any outside the nonpositive integers, choose an integer with . The Gamma function recurrence givesAt the excluded integers gamma has poles, with nonzero residues by the same recurrence. Hence the meromorphic gamma function has no zeros anywhere; at its poles it has no finite value to which a nonzero-value assertion could apply.
For a uniform circular cross-section, averaging gives ; for a uniform axial coordinate in , . Symmetry makes the coordinate axes principal axes, since all products of distinct coordinates integrate to zero. Thus the principal moments of inertia about the centre areThe inertia tensor is a scalar multiple of identity exactly when . Thereforeis the height-to-radius ratio for sphere-like rotational inertia; the height-to-diameter ratio is . The geometric shape remains cylindrical, but its angular momentum is parallel to angular velocity for every axis, just as for a sphere.
In the nonrelativistic dilute regime, and the Fermi-Dirac distribution reduces to the Maxwell-Boltzmann distribution. HenceDifferentiating the Gaussian integral with respect to its coefficient gives . ThereforeThe degeneracy factor here is the one in the supplied integral, namely one. Substituting , and dividing by the supplied photon density givesAt this is about . The relic is already nonrelativistic at decoupling and becomes still colder as its momenta redshift, making it a possible cold dark matter component if it is stable and interacts sufficiently weakly with light.
For orientation, write . Ignoring subsequent entropy transfer, its density relative to baryons would be . With the cosmological baryon-to-photon ratio of order , this is of order four, demonstrating the right cosmological scale. The measured dark-to-baryonic density ratio is likewise of order five; an observational reference is arxiv.org/abs/1807.06209 . This is a candidate abundance argument, not an exact relic-density calculation: photon heating after decoupling changes , and stability and interaction properties were not specified. The supplied mass and freeze-out parameter alone therefore do not establish a precise fit.
For odd coprime to , the Fermat pseudoprime test is . The Euler pseudoprime test meant here is the Euler–Jacobi test,where the right side is the Jacobi symbol. Write , with odd. The strong pseudoprime test passes when , or when for some . Terminology often reserves “pseudoprime” for composite numbers; the question uses it for passing the respective test, including primes.
For the final example, is composite and , so . It passes the Fermat primality test. However , whereas the supplementary law for the Jacobi symbol gives since . Thus 341 is Fermat but not Euler–Jacobi pseudoprime to base two. A weaker convention defining an Euler test merely by would not give the claimed distinction, which is why the Jacobi convention matters.
If is prime, Fermat's little theorem gives . If , the strong test already passes. Otherwise let be the first index with . Its preceding value satisfies and in the field . Since in a field, . The index lies between zero and , so every coprime base passes the strong test when is prime.
For the plain pseudoprime assertion use the Fermat primality test. In the finite group of units modulo an integer, letIt is the kernel of a group homomorphism, because the unit group is an abelian group. The given witness makes a proper subgroup. By Lagrange's theorem for finite groups, . Thus at least half of all units fail the test. Removing base one removes a passing base, so among the permitted there remain failures out of bases, still at least half.
The same argument works for the Euler–Jacobi test: its passing bases form the kernel of . One must not assert that strong-test passing bases form a subgroup; the kernel argument above concerns the Fermat statement requested here.
The Lie group is a second-countable space. For every point of its discrete subgroup, choose the first basic neighbourhood isolating that point; different elements require different such neighbourhoods. This injects into a countable set, proving countability.
A discrete subgroup is closed and meets compact sets in finitely many points. Indeed, distinct subgroup elements accumulating anywhere would give quotients converging to identity, contradicting an identity neighbourhood containing no other subgroup element. To apply this, use the positive Hermitian determinant-one model of hyperbolic space. At the base point , the image under a determinant-one representative is andThis distance formula follows by unitary diagonalization: eigenvalues are and the axial hyperbolic displacement is . Thus bounded displacement bounds all matrix entries. The determinant-one condition is closed, so the resulting set is compact; the quotient by is compact too. Conjugation gives the same conclusion at any base point. These are the bounded displacement sets of hyperbolic isometries are compact facts.
Hence, for each , only finitely many satisfy . Any enumeration of an infinite group without repetitions therefore has . A finite discrete group is a harmless exception to the wording: it has no infinite enumeration of distinct elements, and proper discontinuity is immediate.
For a compact set , put . If , choose . The triangle inequality gives . Only finitely many such exist, proving properly discontinuous group action. Conversely, if the subgroup is not discrete, there are distinct . A closed ball about then meets its images under infinitely many , violating this compact-set definition. Thus discreteness is equivalent to proper discontinuity. Here proper discontinuity allows finite point stabilizers; a stronger convention requiring freeness would exclude discrete elliptic subgroups and is not the equivalence intended.
The Gaussian log likelihood function, apart from a constant, isDifferentiating in gives . Full column rank makes invertible, soThe distribution follows by applying this linear map to the Gaussian error vector. Differentiating the profiled likelihood function in givesFor its distribution, is symmetric idempotent, and the residual is . The needed form of Cochran's theorem says that quadratic forms in a standard Gaussian vector associated with orthogonal symmetric projection matrices summing to identity are independent random variables with chi-squared distributions with degrees equal to their ranks. Applying it to and givesThus the maximum-likelihood variance estimate uses divisor and has expectation ; the unbiased residual estimate would use divisor . The fitted coefficient and residual quadratic form are also independent.
Choose , each factor initially defined by polar argument in . The products of the boundary values agree on , so their apparent cuts there cancel; the product extends analytically to and has at infinity. In polar coordinates about the three branch points this choice is .
For , its upper and lower bank values are . For they are . The upper-minus-lower jump on each half is therefore times the positive real integrand. Deforming a positively oriented large circle onto the cut, with the upper bank traversed right to left, givesSmall circles about the branch points contribute zero in the limit. At infinity,so the large-circle integral is . HenceBoth the branch choice and the orientation are essential to the sign.
Set , so . ThenThe beta-gamma identity, the Gamma function recurrence and the gamma reflection formula give
A comoving material cell contains the same particles in its perturbed and background descriptions, so its mass is . The Jacobian determinant is . Expanding the determinant givesSplit the potential into homogeneous and perturbed parts. There is a sign error in the printed hint: requires , not the printed negative sign. Its acceleration agrees with .
For the perturbation, . Under the usual homogeneous boundary convention the curl-free force therefore satisfieswhere is the longitudinal part of the displacement. Expanding the particle acceleration gives . The background acceleration cancels the first term, leavingFor a longitudinal displacement this proves the displayed longitudinal displacement in linear dust perturbations equation with . For unrestricted displacement, a transverse component has no density contrast and instead obeys ; the full-vector equation printed in the question thus needs the longitudinal assumption. Taking the divergence removes this qualification and gives
For a flat matter-dominated universe, the Friedmann solution has , and . Thus the density equation isTrying gives , with roots and . ThereforeThe growing mode is proportional to the scale factor. When smooth dark energy or a cosmological constant dominates, the matter source density falls while expansion provides continued damping, suppressing growth. In the late constant- limit, and , so and tends to a constant plus a decaying term. Matter perturbations therefore cease growing appreciably rather than continuing the matter-era law indefinitely.
A relation on a set is a well-founded relation when every nonempty subset contains an element with no satisfying . The well-founded recursion theorem states that a rule assigning a value at from the already assigned values at its predecessors determines a unique function on ; the rule must give a unique set-valued output for every possible predecessor assignment. No choice or transitivity of is needed.
Apply recursion withThe empty supremum is zero. Well-founded induction makes every value an ordinal; the Axiom schema of replacement collects the values into a set. Choose an ordinal larger than every value. Then , and implies , hence .
Conversely, suppose such an ordinal-valued function exists. In any nonempty , choose whose value is the least ordinal in . There can be no with , because it would have smaller value. Thus is well-founded, proving the equivalence.
Using the axiom of choice, fix a well-order of . Order its elements lexicographically by : first compare the ordinal rank, and for equal ranks use . Every nonempty subset has a smallest rank and then a least element in that rank fibre, so this is a well-order. Since strictly increases rank, it respects every original relation pair. Hence every well-founded relation extends to a well-order under choice.
In the usual nondegenerate convention, a strongly regular graph of order and parameters is a finite simple -regular graph with in which adjacent vertices have common neighbours and distinct nonadjacent vertices have . Its adjacency matrix of a graph obeysFor the usual nondegenerate parameters with the graph is connected, so eigenvalue has multiplicity one. On the perpendicular complement of the all-ones vector, and the possible eigenvalues areIf has multiplicity , then zero trace gives . Solving provesThe denominator is positive in this nondegenerate convention. Otherwise all eigenvalues on the all-ones complement would coincide, forcing . All off-diagonal entries would then be the same, making the graph complete or edgeless. If complete graphs are admitted with arbitrary unused , the printed claim needs qualification: with satisfies the common-neighbour conditions vacuously but makes the fraction . For complete graphs with nonzero denominator, the spectral calculation still works with an unused root of multiplicity zero.
For the triangle-free graph claim, suppose first there are at least two vertices. Nonadjacent vertices have a common neighbour, so the graph is connected. If are adjacent, put and . Every member of is nonadjacent to , and exactly two of its three common neighbours with lie in , the third being . By symmetry every member of has exactly two neighbours in . Counting these edges gives , hence . Connectivity makes the graph -regular. Counting length-two paths from a vertex to non-neighbours givesHere , , and the larger-root multiplicity becomes . Thus is rational and therefore an integer. It is odd, , and integrality also gives . Since , one obtains , henceThe complete bipartite graph realizes : vertices in the same part have all three vertices of the other part as common neighbours, and vertices in opposite parts are adjacent. There are no triangles.
As literally worded, the one-vertex graph is a vacuous exception: it has no triangles or nonadjacent distinct pairs, but has . The displayed positive-degree classification therefore requires at least two vertices. This qualification completes the triangle-free graphs with three common neighbours argument rather than silently excluding a counterexample.
Take , whose irreducible polynomial is . Since the characteristic is not two, satisfies and . Irreducibility makes nonzero and nonsquare. If another quadratic extension is with , an isomorphism sends to , with . Squaring gives . Linear independence of forces , so and is a square. Conversely, if , sending to gives an isomorphism. If itself is a square, the target is just and cannot be isomorphic; the square-ratio condition also fails.
The multiquadratic field is the splitting field of , a product of separable quadratic polynomials: each has distinct roots because and the characteristic is not two. Even if factors repeat, this splitting field is a separable normal extension, and therefore Galois. Each automorphism sends to , and these signs determine it, embedding its Galois group into . Every subgroup of this elementary abelian group is for some .
For a quadratic intermediate field, its fixing subgroup has index two and is the kernel of a nontrivial one-dimensional character . The coordinate sign characters span the dual of : a linear functional on the subspace extends to the ambient space by extending a basis. Hence for some subset . Set . Then , so is fixed by but not by all of , and . Thus is quadratic and equals the fixed field of . This constructs all quadratic subfields of a multiquadratic extension:
Choose a nonzero vector in an irreducible representation. Its finite group orbit spans a finite-dimensional invariant subspace, which must be the whole representation. The representing matrices of an abelian group commute. Choose an eigenspace of one matrix; all other matrices preserve it. Repeatedly choosing an eigenspace for the restrictions of the remaining matrices gives a common eigenvector. Its line is invariant under the whole group. Irreducibility therefore makes the representation that line, proving every irreducible complex representation of a finite abelian group is one-dimensional.
A faithful representation of dimension one embeds into . Every image element is a th root of unity by Lagrange's theorem, so the image is a subgroup of the cyclic group of those roots. It is cyclic, and faithfulness makes cyclic. Conversely a generator of a cyclic group of order can be sent to , giving an injective one-dimensional character. Thus such a faithful representation exists exactly when is a cyclic group.
For , the eigenspaces of are invariant under , since every representing matrix commutes with . Irreducibility forces one such eigenspace to be all of , so . The multiplication law gives , making a one-dimensional, hence irreducible, group representation of . Therefore
Given a one-dimensional character of , form the nonzero space of functions satisfying . Right translation defines a representation of dimension . Centrality gives , so acts by on the entire space. This representation has an irreducible summand: average any positive Hermitian inner product over the finite group, so invariant subspaces have invariant orthogonal complements, and decompose inductively by dimension. Every irreducible summand has the same central one-dimensional character . Thus every irreducible representation of occurs by restriction in the requested way.
Let be the central one-dimensional character of a proposed . Since is not cyclic, part (a) makes this one-dimensional character nonfaithful. Choose a nonidentity . It acts as identity on every tensor power and therefore on every summand. There is a one-dimensional character of with : decompose the finite abelian group into cyclic factors and choose a primitive one-dimensional character on a factor where has a nonidentity component. By part (b)(ii), some irreducible representation of has central one-dimensional character on . This cannot occur in any tensor power of , because acts nontrivially on it. Therefore no such tensor-generating irreducible exists.
The supplied integral basis differs unimodularly from , since . With , the field discriminant is , the degree-four sign being positive. At a nonidentity fifth root,soThe Minkowski bound for ideal classes gives an integral ideal in every ideal class with norm at most . Its positive integer norm must be one, so it is the whole integer ring. Every class is trivial, proving all ideals are principal.
For , is an algebraic integer. The numerator has the same norm five as the denominator, because its conjugates permute the nonidentity fifth roots. Thus , proving it is a unit. Multiplying the four numerator factors gives five, henceThe ideal has norm five; explicitly reduction modulo it sets and gives the quotient . Thus it is prime and : five is totally ramified, with ramification index four and residue degree one. A rational prime can ramify only if it divides the field field discriminant, so no rational prime other than five ramifies, and there are no other ramified prime ideals.
Identify the pointed torus with with at the origin. Its fundamental group is , generated by the two coordinate loops. A homeomorphism fixing induces an automorphism of this group, givingFunctoriality makes it a homomorphism. It is nontrivial, indeed onto: every integer invertible matrix defines a pointed torus homeomorphism by modulo the Euclidean lattice.
If , lift to a continuous with . Its deck-transformation law is for every , because the induced map on coordinate loops is identity. Thenis well defined: adding changes the bracketed expression by exactly . It is a continuous pointed homotopy from to identity. Hence every kernel element is homotopic to the identity, although the intermediate maps need not be homeomorphisms.
A bounded operator on a complex Hilbert space is self-adjoint when , equivalently . The spectral theorem for compact self-adjoint operators says its nonzero spectrum consists of real eigenvalues of finite multiplicity, with at most countably many and with accumulation possible only at zero. Their eigenspaces are mutually orthogonal; their closed span is the orthogonal complement of the kernel. On that span the operator has the norm-convergent spectral action .
Take and . It is self-adjoint and has infinite-dimensional range. Truncation to the first coordinates is a finite-rank operator and differs from in norm by , so is compact.
The resolvent set comprises those for which has a bounded everywhere-defined inverse; its complement is the spectrum, and the point spectrum consists of eigenvalues. In this exampleFor outside the displayed closed set the inverse is diagonal with entries uniformly bounded, proving membership of the resolvent. Each has eigenvector . Zero is not an eigenvalue, but prevents a bounded inverse; also has no preimage since that would be the non-square-summable constant sequence. This justifies every asserted spectral case.
A divisor on a complex manifold, specialized to a compact Riemann surface, is a finite sum with integer coefficients, and . Two divisors are linearly equivalent when for a nonzero meromorphic function , whose principal divisor on a complex manifold records zero orders minus pole orders. DefineMultiplication by gives an isomorphism , because . Its inverse is multiplication by , proving .
On the Riemann sphere move to infinity by a Möbius coordinate. Meromorphic functions on the sphere are rational; those with no finite poles and a pole of order at most one at infinity are exactly . Thus , without using Riemann–Roch.
The Riemann-Roch theorem for a compact connected genus- surface is , where is a canonical divisor. Choose . Since the second dimension is nonnegative, . Constants span only one dimension, so a nonconstant exists whose only possible pole is at with order at most . The degree of its holomorphic map to the sphere is the total pole order. Therefore
Let be rotation by ninety degrees in the oriented tangent plane, . In local coordinates seek a curve withThis smooth second-order ordinary differential equation, written as a first-order system for , has a unique local solution with the specified initial position and velocity. Its speed is constant, sinceThe initial speed is one, so the parameter is arc-length and the signed geodesic curvature is . Conversely every requested curve satisfies this system, which proves the claimed uniqueness as well as existence on some .
If two simple closed geodesics were disjoint on a sphere-like surface, they would bound an annulus. The Gauss-Bonnet theorem applied to it gives . Both boundary geodesic curvatures vanish, but positive Gaussian curvature makes the area integral strictly positive, a contradiction. Hence the two geodesics must intersect.
The assertion fails for nonzero constant signed geodesic curvature. On the unit round sphere a latitude of colatitude , oriented in increasing longitude, has . The latitude of colatitude has the opposite value; reversing its orientation gives the same value as the first. Choosing produces two disjoint smooth simple closed curves with the same positive nonzero curvature. Reversing both handles negative values, and can be chosen for any specified nonzero . Thus constant nonzero geodesic curvature does not force intersection.
An -simple function is a measurable function taking finitely many values, written with disjoint measurable . For nonnegative simple functions define , with . Refining two disjoint descriptions shows this value is independent of the description. For nonnegative measurable , defineFor a real measurable , put and . It is Lebesgue integrable when , equivalently both positive and negative parts have finite integrals. ThenThis includes Lebesgue integrable signed simple functions, whose integral is the same finite weighted sum.
Take the truncated dyadic approximationIt has finitely many values and measurable level sets, so is simple. Downward rounding and truncation ensure . For a fixed finite , eventually , and then . Thus everywhere. If extended value infinity is permitted, define there, also giving the required limit.
For a fixed , the functions tend pointwise to zero and are dominated by the Lebesgue integrable constant , since . The dominated convergence theorem therefore gives convergence of their integrals to zero. SplitTake the upper limit in and then send . The specified uniform integrability condition makes the right side zero. It also ensures integrability of each , by the same split for a sufficiently large . Hence , and in particular .
For a counterexample without the tail condition, use Lebesgue measure on and . Every fixed positive eventually lies outside the shrinking interval, so , but for every .
Fatou's lemma states that nonnegative measurable functions satisfyTo prove it, put . These measurable nonnegative functions increase to . By the monotone convergence theorem, . Since for every , one has . Taking the limit proves the inequality, including extended infinite integrals.
For an interval of length , the joint probability generating function of the marked counts isThis factors into two Poisson generating functions. Independent parent increments on disjoint intervals and independent marks give independent increment vectors, so the factorization holds jointly over all intervals. Thus the two processes are independent Poisson processes of rates and . For types the same calculation gives , proving independent Poisson processes of rates . A zero probability gives an identically zero process.
By Poisson thinning, the first arrival times of the coupon types are independent exponential distribution of rates . Completion requires all those arrivals, so andTo relate time to count rigorously, let be the successive independent exponential waiting times of mean . The completion count depends only on the coupon labels, which are independent of all . ThereforeNonnegative integration justifies the sum, avoiding any unproved optional-stopping assertion. Thus the Poissonized coupon completion time and count identity is . Changing variables in the tail integral giveswhich depends only on the type probabilities, not . These expectations are finite when all ; a missing type makes both infinite and completion impossible.
The strong law of large numbers states that for independent identically distributed real variables with , the sample average converges almost surely to . The central limit theorem states that if additionally , thenThe vector form uses finite second moments and gives a centred multivariate Gaussian with the covariance matrix of one observation.
Assume an identifiable smooth parametric model, an interior true parameter, a consistent interior maximum-likelihood estimator, interchange of differentiation and integration, a uniform local law of large numbers for the Hessian, and nonsingular finite Fisher information. For one observation define the score function andThe score function has expectation zero by differentiating the normalization of the density. Its sample sum satisfies by the vector central limit theorem. The score function equation and Taylor's formula giveThe bracket divided by converges in probability to by consistency and the assumed uniform law. Solving the equation and applying Slutsky theorem yieldsThe integral Hessian avoids incorrectly assuming a single intermediate point for a vector-valued Taylor formula.
Writing , the likelihood function is and its supremum occurs at , including the limiting boundary cases zero and one. The likelihood ratio compares under the null with that supremum. ThusUse at boundary outcomes. Wilks theorem gives asymptotic under the regular interior null, because one parameter is constrained. Directly, setting and expanding the bracket gives , henceUnder the null, and . The remainder vanishes in probability, proving the same chi-squared distribution limit. If an observed is not small, the quadratic numerical approximation is unreliable and the exact statistic should be used; exact binomial calibration is available. Persistent non-small deviations under a fixed alternative instead make the statistic grow linearly with , rather than having the null chi-squared distribution law.
Articles were limited to the first 100 out of 134 total.
Articles by others on the same topic
There are currently no matching articles.