Let generate the cyclic group of nonzero residues, whose order is a power of two. Write . Its multiplicative order is , so it is a primitive root precisely when is odd. The quadratic residues are exactly the even powers of . Thus the primitive roots are precisely the quadratic nonresidues, with nonzero residue classes understood.
For , , so quadratic reciprocity gives . Since and alternates between and modulo three, is respectively or modulo seven. The nonzero squares modulo seven are . Consequently , andThere is a genuine endpoint exception if the printed form permits : then and , which has order one and is not primitive. The first equivalence remains true for , but the final assertion requires excluding that prime.
The Liouville approximation theorem states that if is a real irrational algebraic number of degree , there is a constant such that, for all integers with ,Reduction of the fraction is not necessary: an unreduced denominator only weakens this bound. More generally the same type of bound holds for an algebraic number of degree whenever . The exception is essential for a rational , since an exact rational representation gives zero error. A rational number of degree one obeys the bound directly: if in lowest terms and , then .
Set . If , then . If , irrationality of the square root of two implies that the integer is nonzero. Factoring a difference of squares therefore givesThus the requested bound holds for every integer and every nonzero integer , without using the Liouville approximation theorem. For completeness, irrationality follows because in lowest terms would make even and then even, contradicting coprimality.
Use the curvature-minus-one Poincare disc model, whose Riemannian metric isIts geodesics are Euclidean diameters and arcs of circles meeting the boundary circle orthogonally. The hyperbolic area of a measurable region isAn isometry can move the center of a circle to the origin. Its hyperbolic radius and Euclidean radius then satisfy , so . Integrating the area element of a surface in polar coordinates yieldsIntegrating the line element around the circle givesA geometric definition of Pi valid in this geometry isIndeed and . The circumference-to-diameter ratio at a fixed positive radius is not constant, so the limiting qualification is necessary.
A binary linear code of length is a vector subspace . The Hamming weight of a word counts its nonzero coordinates, and the code weight is ; for a linear code this equals its minimum distance. One may assign infinite minimum weight to the zero code when needed.
For length- codes with , the bar product of binary linear codes isIt is a linear code because this map from is linear and injective. For a nonzero codeword, if then and its weight is . If , every nonzero coordinate of makes exactly one of the corresponding coordinates of nonzero; henceTaking the minimum givesIn fact equality holds when the codes are nonzero: minimum-weight words and attain the two candidate weights.
Each
scan() command reads a numeric vector from the entered data: the first creates the nine counts, and the second their nine predictor values. The last command fits a generalized linear model with the Poisson distribution and its default log link, including an intercept, then prints a summary. Thus the model is independent counts with means satisfyingThe coefficients are maximum-likelihood estimates, and the reported standard errors come from the inverse fitted Fisher information matrix. Increasing the predictor by one multiplies the fitted mean by , about a increase. The intercept corresponds to a mean at predictor zero, outside the observed range. Approximate coefficient-to-standard-error ratios are and ; the slope is strongly different from zero under the assumed model. A Wald confidence interval for the slope is about , or for the multiplicative change.The deviance is twice the log-likelihood advantage of the saturated model over the fitted model. For these counts it iswith the logarithmic term interpreted as zero when a count is zero. The saturated model has nine freely fitted means; the fitted model has two independent regression coefficients, so the residual degrees of freedom are .
Under an adequate Poisson model and the usual large-sample approximation, is compared with . The reported is rather large relative to seven, but below the upper critical value about ; its approximate upper-tail probability is . Thus there is some indication of lack of fit or overdispersion, but not a rejection at the level on this diagnostic. The deviance-to-d.f. ratio is about ; it does not by itself prove an overdispersed model, and the chi-square approximation is imperfect for small counts.
There is one inconsistency in the supplied numerical output. Independently solving the Poisson score equations for the displayed nine counts gives , and deviance , agreeing with the printed estimates and deviance. But gives standard errors approximately and . In particular the printed slope standard error is not the standard Poisson-model value for these data. The interpretations above describe the supplied numbers; the directly recomputed slope ratio is and its normal-approximation interval is about . The conclusion of a strong increasing trend is unchanged.
Apply the formal infinitesimal generator to the molecule count: its increment is at rate and at rate . Thus the exact first-moment identity for the specified generator isNeglecting fluctuations gives the mean-field approximation , so the positive steady mean isThere is a physical boundary qualification: the printed loss propensity is positive at and would produce a negative molecule count. Consequently it does not by itself define a molecule-count chain on all nonnegative integers. If losses are forbidden below two, the exact loss moment becomes ; a mass-action two-molecule propensity instead uses . The calculation requested here uses the printed formal generator and its large-copy-number approximation, where such boundary corrections are negligible.
Let and be the production and loss fluxes, counted in molecules per unit time. At the steady state, both equal . The restoring elasticity and turnover lifetime areFlux-weighting the magnitudes of the reaction steps, one for production and two for loss, givesThis is an average over molecular fluxes, as requested, not an average over reaction-event counts; those are different when a reaction removes two molecules at once.
For a stable one-species linear noise approximation, the normalized stationary fluctuation-dissipation relation for a reaction network becomesTo see the factors explicitly, the linearized restoring rate is , while the chemical noise intensity is the rate-weighted squared step sizeStationarity of the variance gives . Using therefore yieldsThis is the stationary fluctuation result within the stated negligible-fluctuation/linear-noise approximation, not an exact identity for the boundary-corrected discrete chemistry.
A fixed point is Lyapunov stable if for every there is such that solutions starting within of stay within for all forward times. It has quasi-asymptotic stability if some neighborhood of consists of initial points whose solutions converge to . Asymptotic stability requires both properties.
Choose the Lyapunov functionIt vanishes only at the origin, is positive elsewhere, and has compact sublevel sets. The vector field is polynomial, hence locally Lipschitz. Along a solution,A small sublevel set is forward invariant and can be fitted inside any prescribed neighborhood, proving Lyapunov stability; boundedness also prevents finite-time escape.
For attraction, a bounded forward solution has a nonempty compact limit set, and decreases to a limit. Every point in that limit set has that same value. Continuous dependence of solutions makes the limit set forward invariant, so along every trajectory in it. Such a trajectory must have at all times. But then , forcing . Thus the only possible limit point is the origin, and every solution converges there. This verifies the invariant-set condition behind the LaSalle invariance principle, rather than incorrectly treating as strictly negative at every nonzero point. The origin is therefore asymptotically stable, indeed globally attracting.
Fix a Hankel contour with a positive-radius circle around zero and a branch , traversing the lower bank inwards and the upper bank outwards. Write its numerator as . For fixed circle radius, is an entire function of : the finite contour pieces avoid zero, and the tails converge uniformly on compact sets by exponential decay, also after differentiation with respect to .
At , the two straight-bank contributions cancel because is single-valued. The remaining circle is positively oriented, so the residue theorem and the exponential series giveSince , the quotient has the simple poleFor cancellation of positive-integer gamma singularities on a Hankel contour, at a positive integer , the integrand is entire and its bank contributions again cancel; its circular integral is zero. Hence . The numerator is analytic near , while the denominator has a simple zero with nonzero derivative. Factoring therefore cancels that zero, proving there is no pole at a positive integer using only this representation. Cancellation of the numerator, not merely the zero of the sine, decides the issue. One can also shrink the contour for , obtaining and hence the finite value .
The components in Euler equations for a torque-free rigid body are evaluated in the body-fixed principal-axis frame, with . In an inertial space frame the angular momentum vector is constant; its components in the rotating body frame need not be.
Assume and distinct positive principal moments of inertia. Write . To first order,soThe coefficient is positive when lies between the other moments, giving an exponentially growing mode and instability. When is an extreme moment, it is negative and the transverse perturbations oscillate.
To establish actual nonlinear Lyapunov stability in the latter case, use the conserved kinetic energy and squared angular momentum . Their combination isFor an extreme its two coefficients have the same sign. Conservation controls both transverse components by their initially small values, while conservation of controls near . Continuity preserves its initial sign for sufficiently small perturbations. Thus nonzero steady rotation is stable exactly about the largest or smallest principal moment, the intermediate axis theorem. It is not asymptotically stable, since energy is conserved. If , energy makes the zero angular-velocity state stable for every ordering; the nonzero-rotation assumption is essential to the stated equivalence.
Let the surface be at with vanishing external pressure. Multiply hydrostatic equilibrium by and integrate:The other side is . Building the star one shell at a time identifies this as its negative gravitational potential energy . ThereforeIf the star has nonzero surface pressure , the integration instead gives ; the requested form assumes .
Within the prescribed uniform-density approximation, . Treating the given approximate pressure coefficient as one, the degeneracy pressure and specified kinetic-energy relation giveFor a uniform sphere, , so shell assembly givesThusAt fixed mass, this energy has its minimum at , with . Expansion beyond this radius raises the energy, while strong compression costs positive energy growing as , faster than the attractive term. This explains radial stability of the model white dwarf. The numerical coefficient in inherits the approximate pressure law; a relativistic degeneracy law would change this stability argument.
The Baire category theorem says that in a nonempty complete metric space, a countable intersection of open dense subsets is dense. Equivalently, such a space cannot be a countable union of nowhere dense sets: a set is nowhere dense when the interior of its closure is empty. Indeed the complements of those closures are open dense; their intersection is dense and in particular nonempty, so a countable union of the original sets cannot exhaust the space. The same argument shows that the complement of such a union is dense.
First interpret the decimal expansions as fractional expansions , with every . The resulting set is compact: a diagonal subsequence argument selects successively stabilized digits from any sequence in , and the tail bound proves convergence to the corresponding expansion.
It has empty interior. At level its points lie in decimal intervals, each of length , whose total length is . An interval of positive length could not lie in all these covers. Thus is closed and nowhere dense. Each translate is also nowhere dense, and the rational numbers are countable. The Baire category theorem applied to yieldsAny point in this complement has the required property. If the printed description also permits integer digits before the decimal point, there are only countably many such integer parts, and negative expansions merely add reflected translates. This makes a countable union of translates or reflections of . The same countable-union argument therefore still proves that some real cannot be written as .
A linear-feedback shift register of length has binary state and updateIts output obeys over . Since the state space is finite, its trajectory consists of a transient of length followed by a cycle of length , and the output satisfies for .
If the trajectory never reaches zero, all its distinct transient and cyclic states are nonzero; hence . If it reaches zero, let be its first zero-state time. The vectors are linearly independent: in a dependence, apply where is the smallest index with a nonzero coefficient; every later term vanishes and the remaining term is . Therefore . The zero cycle has , and for . This proves the requested bound for all , and for every invertible register.
The unrestricted printed assertion has one exception: at , the zero-feedback register with initial state one outputs . It requires , so . The universally valid finite-state bound is . A register with feedback from its oldest bit is invertible, in which case a nonzero state never reaches zero and the sharper bound holds already with .
To recover an unknown register from a known plaintext/ciphertext keystream, the Berlekamp-Massey algorithm finds a shortest linear recurrence consistent with the observed bits. Use a connection polynomial , so the recurrence discrepancy at index is . Initialize . Process the bits in order. If , increment . If , save and replaceIf , also replace by , set ; otherwise retain and increment . Arithmetic is binary, so every nonzero discrepancy equals one. The stored polynomial last failed at an earlier index with discrepancy ; its shifted contribution cancels the new failure without changing previous successful discrepancies.
Here is the minimum recurrence length after a new discrepancy argument behind the update, not just its name. Suppose a span- recurrence succeeds through index but fails at . If another polynomial of span succeeded through and , compute the convolution at in two ways. Applying first gives zero, since all indices used by lie at least at . Applying first gives its nonzero discrepancy at , since its earlier discrepancies used by vanish and . This contradiction proves . The shifted-polynomial update attains the larger of the existing minimum length and this new lower bound; induction therefore gives the shortest recurrence for every prefix. Once at least twice the true linear complexity has been observed, this recurrence determines the whole stream: the difference from a true degree- recurrent stream satisfies a recurrence of degree at most , and a prefix of that many zeros forces every later value to be zero. Without any bound on complexity, a finite observed prefix cannot exclude a longer register that diverges later; the breaking claim uses the finite-register hypothesis and adequate known data.
Finally each of the three input streams is eventually periodic. Let be the maximum of their transient lengths and a common multiple of their periods. Their joint triple, and hence the bit chosen by the specified rule, repeats after once . ThereforeThis itself is a linear recurrence of length , so it constructs a linear-feedback shift register producing the selected stream from its first bits. No closure theorem is being assumed: eventual periodicity and this explicit recurrence prove the combined stream is also an LFSR stream, even though the combining rule is nonlinear in its three inputs.
Choose the nondimensionalizationThe chain rule gives and . Dividing the first equation by and the second by gives the required scaled reaction–diffusion system. Positive degradation and diffusion constants are assumed.
A nonzero spatially constant steady state satisfies and , hence . The first derivatives of there are , while those of are . ThusSince , both eigenvalues have strictly negative real part exactly when . For the equilibrium is unstable. At its linear eigenvalues are ; this is the marginal boundary and does not give asymptotic stability from linearization. The positive-trace criterion in the hint tests positive real parts; stability requires applying it to .
Set and and retain linear terms. With , the Fourier mode has second derivative . HenceThe trace and determinant of this linearization are
Assume , so for every wavenumber. A Turing instability therefore occurs exactly when for some . Put . The upward quadratic has a negative minimum on this half-line precisely whenCombining these givesThe unstable band is , whereThe degradation-limited diffusion distances are proportional to and . Thus and the criterion says the inhibitor must travel more than times as far as the activator before degradation. Short-range activation and longer-range inhibition permit a local peak to reinforce itself. On a finite domain the allowed wavenumbers must also intersect the unstable band; the displayed condition assumes continuously available modes.
At the threshold , the determinant quadratic has a double zero atConsequently the scaled disturbance length in isThe physical length is at threshold; its full spatial wavelength is times this length, not this length itself. For much shorter lengths, the large negative diffusion terms smooth both components. For much longer lengths, diffusion contributes little and the stable homogeneous reaction feedback, especially the inhibitor response, suppresses disturbances. The selected length lies between those two stabilization mechanisms.
Let the three orbit points be . Up to reflection of the interval, their images are . Set and . Continuity and the intermediate value theorem imply the covering relationsWe first prove the needed interval-covering principle using the permitted pullback fact. If a cyclic list of closed intervals obeys , pull back successively from the end to obtain a closed interval with and . Since , the intermediate value theorem gives a fixed point of in : choose preimages of the two endpoints of , which give opposite weak signs of , irrespective of their order. This point realizes the cyclic itinerary.
For , use the word . It obeys the covering relations and therefore yields a point with period dividing . A point away from the shared endpoint has an unambiguous itinerary, and this word has exactly one per cycle; it cannot be a repetition of a shorter word. Its least period is consequently . If an orbit touches , it is the original three-cycle. That realizes the case itself. It cannot realize any of the other words: for not divisible by three it is not fixed by , and for a multiple of three larger than three it visits more than once, contradicting the itinerary. Thus the construction works for every . For , and the same fixed-point argument gives a fixed point. This proves period three implies all periods: there is an orbit of every positive least period.
For the two five-cycles forced by a three-cycle, use the two cyclic words and . Both are admissible. Their points cannot be endpoints from the three-cycle, and because five is prime and the words use both intervals, each has least period five. Their itineraries have respectively one and two visits to the interior of ; cyclically shifting the starting point cannot change this count. Hence they give at least two distinct period-five orbits.
In the Newtonian dust calculation, use a comoving spherical shell of physical radius . Homogeneity gives its enclosed mass , and the shell theorem removes the gravitational force of exterior shells. Assume pressureless matter, conserved enclosed mass, no cosmological constant, and no shell crossing. Its specific conserved mechanical energy isHomogeneity permits the energy per to be a constant, written . Dividing by givesThis is a Newtonian derivation for dust. For radiation the enclosed gravitating mass is not conserved, so this same mechanical-energy argument cannot simply be reused; general relativity supplies the same Friedmann constraint with the total energy density divided by , together with pressure-dependent fluid conservation.
The fluid conservation equation is . With the radiation equation of state, it becomes , giving . Define the critical density and cosmological density parameter . Since ,Evaluating the Friedmann equation today gives , hence
For , introduce conformal time by . Since , the constraint becomesOn the initial expanding branch, separate variables and choose at the Big Bang. With ,The second formula follows by integrating . The model reaches maximum size at and recollapses at .
Today and selects the expanding branch, soSubstitution yields the requested ageIn particular the numerator is , not ; the PDF displays the former. The flat-model limit is .
The inductive definition of ordinal addition isfor nonzero limit ordinals . The synthetic definition is the order type of a disjoint copy of followed by a disjoint copy of , retaining the order within each block and declaring every element of the first block smaller than every element of the second.
These are equivalent by transfinite induction in the second argument. An empty second block leaves ; a successor block appends one final point; and a limit block is the increasing union of its proper initial blocks, whose order types have the indicated supremum. Thus the synthetic construction satisfies exactly the inductive recursion, which determines the operation uniquely. It is not commutative: , whereas .
This assertion is always true. Synthetically, either bracketing places three disjoint blocks of order types in that order. The identity on these blocks is an order isomorphism, so both sums have the same order type. This proves associativity of ordinal addition for successor and limit ordinals alike.
This assertion is false, even for nonzero limit ordinals. Take and . Then , while . The first identity follows from the limit recursion, since ; the second sum strictly extends the initial block of type .
This assertion is false. Set and . The limit recursion givesEvery term is countable, and they are cofinal in the first uncountable ordinal. Yet is neither zero nor .
This assertion is always true. Ordinal addition obeys and . Thus both summands are at most . If and , both ordinals are countable, and their disjoint ordered union is countable, so their sum cannot be . If instead and , appending a nonempty second block gives a sum strictly larger than . These exhaust the possibilities with ; hence or .
First suppose is 3-connected and noncomplete, and write . There is an induced path with nonadjacent: otherwise the first three vertices of any shortest path between nonadjacent vertices would contradict that assertion. Since is 3-connected, is a connected graph. Choose a spanning tree of that graph rooted at . Color first with the same color, then color the other vertices in reverse tree order, leaving last. Every vertex except has its tree parent uncolored and thus at most previously colored neighbors. At , the two neighbors share a color, so again at most colors are forbidden. This constructs a proper -coloring and proves Brooks' bound for 3-connected noncomplete graphs. A complete graph is exactly the excluded case; a 3-connected graph cannot be an odd cycle.
For the partition claim, assume are nonnegative integers with . MinimizeIf a vertex in has internal degree , its degree into is at most . Moving it to changes by , contradicting minimality when . The analogous move handles a violation in when . For a zero coefficient, break ties among minimizers by minimizing the total number of internal edges. If , minimality of ensures is independent; a violating vertex in has all its neighbors in and no neighbor in , so moving it reduces the tie-break quantity without increasing . The reversed argument handles . If both are zero then , and the graph is a union of isolated vertices and edges, admitting two independent parts. ThusFor , put . A maximum-degree-three graph containing no is 3-colorable. Here is why the previously proved 3-connected case suffices: connected graphs of degree at most two are paths or cycles and use at most three colors. Split a larger graph at cut vertices and permute colors when gluing. In a 2-connected cubic graph with a two-vertex cut , a cut edge gives colorings of the sides glued with their distinct endpoint colors. If are nonadjacent, the cut components have positive numbers of edges to both endpoints and the total endpoint degrees are at most three. There are at most three components. With three components, adding to each side preserves maximum degree three and gives the endpoints degree two. No new is created, so induction supplies side colorings with distinct endpoint colors, which can be permuted to agree. With two components, the components incident twice to and twice to either agree or differ. If they differ, adding to each side preserves maximum degree three; each augmented side is smaller and cannot be , because one endpoint then has degree only two, so induction gives distinct-endpoint colorings. If they agree, call the side with only one edge from each endpoint the small side. Any coloring of the other side can be matched on it: for equal endpoint colors, contract in the small side (the merged vertex has degree at most two); for distinct colors add (the endpoints again have degree two). Induction applies in both cases. A 2-connected graph with no two-vertex cut is 3-connected and was handled above. This proves the needed subcubic coloring fact without quoting the unproved full theorem.
Use three colors on and at most fresh colors on , by greedy coloring. This gives . More usefully, repeatedly remove degree-at-most-three parts: the partition supplies a four-degree reduction for a cost of three colors. If , then . Induction in , with the remaining part still -free, givesThe base cases use respectively colors, within this bound; at , Brooks' theorem would give four, but the same partition with gives a 3-colorable part and an independent part, hence four. Thus the induction requires no unproved general Brooks theorem.
If , the splitting field is and its Galois group is trivial. Otherwise choose a root and a primitive th root of unity . Every root is , so . Each automorphism is determined by . This is an injective group homomorphism, since the roots of unity are fixed by every automorphism. A subgroup of the cyclic group is cyclic. Thus is cyclic, with order dividing .
For the indicated cyclic Galois resolvent, reindexing its terms and using givesThere exists with because distinct field automorphisms are linearly independent as functions. A short proof is as follows. Take a nonzero relation with the fewest nonzero terms, normalize one coefficient, evaluate it at and subtract a scalar multiple of the relation at . Choose on which two participating automorphisms differ. This produces a nonzero relation with fewer terms, a contradiction.
Set . Then are distinct conjugates. Also , so . The orbit has size , giving and hence . All the roots belong to , soThis also treats with a nonzero .
The irreducible characters are an orthonormal basis of the space of complex class functions for the inner productThus the row orthogonality relation and completeness statement areIn particular the number of irreducible characters equals the number of conjugacy classes. In class-representative notation, the orthogonality relation is .
Apply completeness to the indicator of the conjugacy class of . Its expansion coefficient is , because that class has size . Evaluating at givesThe complex conjugation is part of the printed formula; dropping it would not give the general column orthogonality relation.
The matrix is square by completeness. Column orthogonality says . Taking determinants givesIn particular its determinant is nonzero.
Complex conjugation permutes the irreducible characters, because the conjugate of an irreducible representation is irreducible. This involution fixes the real-valued characters and interchanges the other characters in pairs. If there are such pairs, then conjugating permutes its rows by transpositions. ThereforeIt follows that the determinant is real when is even and purely imaginary when is odd. It never vanishes, by the preceding part. Real-valued characters include both real and quaternionic representation types; the criterion concerns values of the characters, not those two representation types separately.
The ring of integers is , since , and its discriminant is . Rationalizing givesBoth are algebraic integers, so is a unit. Set . Since ,Also . It is the unique ideal of ideal norm two: any quotient of size two is , and the image of must satisfy , hence be one. The kernel of a ring homomorphism onto is uniquely , which is .
The given Minkowski constant means every ideal class has an integral representative of ideal norm at most . Such a ideal norm is one or two. The norm-one ideal is the whole ring, and the sole norm-two ideal is principal. Thus the class number is one.
If , the principal ideal has ideal norm two and hence equals . Its generator differs from by a unit. Conversely multiplication by a norm-one unit preserves the field norm two. With the assumed fundamental unit, all units are ; in fact a norm-minus-one unit is impossible since has no solution. Therefore the complete answer isFor and the positive sign, the product is , giving ; checks the result.
The Seifert-van Kampen theorem states that if a space is covered by path-connected open sets with path-connected intersection containing a basepoint, then its fundamental group is the free product modulo the normal subgroup generated by identifying the two images of each loop in . More generally it is the corresponding pushout of groups.
A wedge of two circles has fundamental group , the free group on their two loops: apply the theorem to thickened circle neighborhoods whose intersection is contractible and use . Represent the torus by a square with opposite edges identified. Remove an interior disk; the remainder deformation retracts onto this wedge. Replacing the disk attaches a two-cell whose boundary follows . A disk neighborhood and the punctured torus have annular intersection, and van Kampen kills precisely that boundary loop. HenceA torus with a point removed retracts to a torus with a small open disk removed, and then to the same wedge. ThusFor the connected sum, remove a disk from each torus and glue their boundary circles with reversed orientations. The two pieces have free groups and and their overlap is an annulus. Its boundary generators correspond to and , where . ThereforeThe boundary relation is essential: this group is neither the free group on four generators nor the abelian group .
A linear operator between Banach spaces is a compact operator when it maps the unit ball into a relatively compact set, equivalently when every bounded sequence of inputs has an image subsequence converging in norm. Such an operator is bounded. For a bounded linear operator on a complex Banach space, the resolvent set consists of the complex for which is bijective with bounded inverse; its complement is the spectrum. The point spectrum consists of those for which has a nonzero kernel, namely the eigenvalues.
On a Hilbert space, is self-adjoint if , or equivalently for all vectors. The given prescription extends uniquely toIt is bounded with norm one. The real diagonal entries prove self-adjointness by the inner-product identity. Define the finite-rank truncation . Then . To see compactness directly, extract successively convergent subsequences of the finitely many first coordinates from a bounded input sequence; the uniform tail bound just displayed makes the resulting image subsequence Cauchy. Hence is compact and self-adjoint.
Each is an eigenvalue with eigenspace . If , each coordinate satisfies , so there are no other eigenvalues; in particular zero is not an eigenvalue. But , which contradicts a bounded inverse at zero. Thus zero is in the spectrum.
For , its distance from this closed set is positive. The diagonal formulathen defines a bounded inverse. This proves the complete description
A function element is a pair where is a nonempty disk and is holomorphic there; the germ at its center captures its local information. Elements continue one another when their functions agree on an overlapping connected neighborhood. A complete analytic function is a maximal collection reachable from one element by chains of analytic continuation, including all further continuations of its members.
If in the initial disk, the identity theorem propagates this identity across every overlapping disk in a continuation chain. Induction along the chain proves every element of the complete analytic function also satisfies .
Put . Its gradient is . At a point of the curve with , the second entry is nonzero; at , the root of is simple and the first entry is nonzero. Thus the holomorphic implicit function theorem supplies charts. Its precise local statement is that a holomorphic equation with nonzero derivative in one variable can locally be solved uniquely and holomorphically for that variable as a function of the other. For , use as coordinate and write ; at a simple root use as coordinate and write . The transition maps are holomorphic with nonzero derivatives, giving a Riemann surface. The two projections are holomorphic because they are holomorphic expressions in either kind of chart.
Away from the zeros of , the projection onto is an unramified -sheeted covering. A germ of a root corresponds to and its analytic continuations follow this covering. Near a simple root, is a nonzero analytic factor times ; a circuit about cyclically permutes all branches. For nonconstant square-free , these circuits connect all sheets. Hence the germ surface is the curve with the points over the roots removed, and is its branched completion obtained by adding those ramification points. An ordinary function element in the variable cannot include such a point: the zero order of a holomorphic th power is divisible by , whereas has zero order one. If a convention already includes these branch points in the Riemann surface of a multivalued function, that completed surface is itself. For a nonzero constant , the curve has separate components, and the chosen element determines just one of them. The identically zero polynomial is excluded by the non-singularity premise.
The plane planar isoperimetric inequality says that a simple closed curve of length enclosing area satisfies , with equality for circles.
For sufficiently small , below the injectivity radius at , geodesic polar coordinates give the surface metric . The radial variation field is a Jacobi field, soIts integral equation is . Continuity of curvature and , uniformly in direction, giveThe Gauss lemma makes the angular metric factor both the circle line element and the polar area factor. ThereforeSquaring the length expansion and subtracting givesThis identifies the requested remainder and proves its ratio to tends to zero. For , sufficiently small geodesic disks have , the opposite strict inequality to the planar bound. Their positive curvature allows more area for the same perimeter; the Euclidean inequality is not a universal inequality for curved surfaces.
A family is uniformly integrable ifThis implies integrability and a uniform bound on , since . Convergence in probability means for every ; convergence in means . The latter implies the former by Markov's inequality. Conversely, convergence in probability together with uniform integrability of implies that is integrable and in . Moreover an -convergent sequence is uniformly integrable. This is the criterion that excludes rare very large values from carrying a nonvanishing first-moment error.
For the sum family, use the pointwise boundIndeed, if the left indicator is one then the larger of exceeds , and twice that larger number bounds . Taking expectations and the supremum over bounds the sum-family tail by the sum of their two uniformly vanishing tails. Thus the whole family of sums is uniformly integrable, with no independence assumption.
A renewal process counts arrivals , where and the holding times are independent, identically distributed positive random variables. Their sum tends to infinity almost surely, so the count is finite on bounded time intervals. Use in the question's notation. The index is a stopping index for the holding-time sequence. Conditional on and the first holding times, every later retains its original probability distribution. Summing over provesThe straddling time is different. Let and let be the renewal measure . Independence of the next holding time from its start givesFor two numbers in , their minimum is at least their product. Since , subtracting times the second integral provesThese formulae handle holding-time atoms with the stated renewal convention ; sums may be interchanged by nonnegativity.
For rate- exponentials, the renewal process is Poisson. The elapsed age has probability distribution with : for , is the probability of no arrivals in , namely , with an atom at . The forward residual is an independent rate- exponential by independent future increments. Thus . Conditioning on the age gives the exact survival lawFor the extra term is strictly positive, proving strict inequality. For fixed and , the limit is , which equals the survival probability of the sum of two independent rate- exponentials. This is the finite-time form of the stochastic length bias of a renewal interval.
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