Hardy–Littlewood Tauberian Theorem
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In
mathematical analysis Analysis is the branch of mathematics dealing with continuous functions, limit (mathematics), limits, and related theories, such as Derivative, differentiation, Integral, integration, measure (mathematics), measure, infinite sequences, series (m ...
, the Hardy–Littlewood Tauberian theorem is a
Tauberian theorem In mathematics, Abelian and Tauberian theorems are theorems giving conditions for two methods of summing divergent series to give the same result, named after Niels Henrik Abel and Alfred Tauber. The original examples are Abel's theorem showing th ...
relating the
asymptotics In mathematical analysis, asymptotic analysis, also known as asymptotics, is a method of describing limiting behavior. As an illustration, suppose that we are interested in the properties of a function as becomes very large. If , then as bec ...
of the partial sums of a
series Series may refer to: People with the name * Caroline Series (born 1951), English mathematician, daughter of George Series * George Series (1920–1995), English physicist Arts, entertainment, and media Music * Series, the ordered sets used in ...
with the asymptotics of its
Abel summation In mathematics, a divergent series is an infinite series that is not convergent, meaning that the infinite sequence of the partial sums of the series does not have a finite limit. If a series converges, the individual terms of the series mus ...
. In this form, the theorem asserts that if, as ''y'' ↓ 0, the non-negative sequence ''a''''n'' is such that there is an asymptotic equivalence :\sum_^\infty a_n e^ \sim \frac then there is also an asymptotic equivalence :\sum_^n a_k \sim n as ''n'' → ∞. The
integral In mathematics Mathematics is an area of knowledge that includes the topics of numbers, formulas and related structures, shapes and the spaces in which they are contained, and quantities and their changes. These topics are represented i ...
formulation of the theorem relates in an analogous manner the asymptotics of the
cumulative distribution function In probability theory and statistics, the cumulative distribution function (CDF) of a real-valued random variable X, or just distribution function of X, evaluated at x, is the probability that X will take a value less than or equal to x. Ev ...
of a function with the asymptotics of its
Laplace transform In mathematics, the Laplace transform, named after its discoverer Pierre-Simon Laplace (), is an integral transform In mathematics, an integral transform maps a function from its original function space into another function space via integra ...
. The theorem was proved in 1914 by
G. H. Hardy Godfrey Harold Hardy (7 February 1877 – 1 December 1947) was an English mathematician, known for his achievements in number theory and mathematical analysis. In biology, he is known for the Hardy–Weinberg principle, a basic principle of pop ...
and
J. E. Littlewood John Edensor Littlewood (9 June 1885 – 6 September 1977) was a British mathematician. He worked on topics relating to mathematical analysis, analysis, number theory, and differential equations, and had lengthy collaborations with G. H. H ...
. In 1930, Jovan Karamata gave a new and much simpler proof.


Statement of the theorem


Series formulation

This formulation is from Titchmarsh. Suppose ''a''''n'' ≥ 0 for all ''n'', and as ''x'' ↑ 1 we have :\sum_^\infty a_n x^n \sim \frac. Then as ''n'' goes to ∞ we have :\sum_^n a_k \sim n. The theorem is sometimes quoted in equivalent forms, where instead of requiring ''a''''n'' ≥ 0, we require ''a''''n'' = O(1), or we require ''a''''n'' ≥ −''K'' for some constant ''K''. The theorem is sometimes quoted in another equivalent formulation (through the change of variable ''x'' = 1/''e''''y'' ). If, as ''y'' ↓ 0, :\sum_^\infty a_n e^ \sim \frac then :\sum_^n a_k \sim n.


Integral formulation

The following more general formulation is from Feller. Consider a
real Real may refer to: Currencies * Brazilian real (R$) * Central American Republic real * Mexican real * Portuguese real * Spanish real * Spanish colonial real Music Albums * ''Real'' (L'Arc-en-Ciel album) (2000) * ''Real'' (Bright album) (2010) ...
-valued function ''F'' :  ,∞) → R of bounded variation.Bounded variation is only required locally: on every bounded subinterval of [0,∞). However, then more complicated additional assumptions on the convergence of the Laplace–Stieltjes transform are required. See The Laplace–Stieltjes transform of ''F'' is defined by the Stieltjes integral :\omega(s) = \int_0^\infty e^\,dF(t). The theorem relates the asymptotics of ω with those of ''F'' in the following way. If ρ is a non-negative real number, then the following statements are equivalent *\omega(s)\sim C s^,\quad\rms\to 0 *F(t)\sim \fract^\rho, \quad\rmt\to\infty. Here Γ denotes the
Gamma function In mathematics, the gamma function (represented by , the capital letter gamma from the Greek alphabet) is one commonly used extension of the factorial function to complex numbers. The gamma function is defined for all complex numbers except ...
. One obtains the theorem for series as a special case by taking ρ = 1 and ''F''(''t'') to be a piecewise constant function with value \textstyle between ''t'' = ''n'' and ''t'' = ''n'' + 1. A slight improvement is possible. According to the definition of a
slowly varying function In real analysis, a branch of mathematics, a slowly varying function is a function of a real variable whose behaviour at infinity is in some sense similar to the behaviour of a function converging at infinity. Similarly, a regularly varying functio ...
, ''L''(''x'') is slow varying at infinity iff :\frac\to 1,\quad x\to\infty for every positive ''t''. Let ''L'' be a function slowly varying at infinity and ρ a non-negative real number. Then the following statements are equivalent *\omega(s)\sim s^L(s^),\quad\rms\to 0 *F(t)\sim \fract^\rho L(t), \quad\rmt\to\infty.


Karamata's proof

found a short proof of the theorem by considering the functions ''g'' such that :\lim_ (1-x)\sum a_nx^ng(x^n) = \int_0^1g(t)dt An easy calculation shows that all
monomial In mathematics, a monomial is, roughly speaking, a polynomial which has only one term. Two definitions of a monomial may be encountered: # A monomial, also called power product, is a product of powers of variables with nonnegative integer exponent ...
s ''g''(''x'') = ''x''''k'' have this property, and therefore so do all
polynomial In mathematics, a polynomial is an expression consisting of indeterminates (also called variables) and coefficients, that involves only the operations of addition, subtraction, multiplication, and positive-integer powers of variables. An exa ...
s ''g''. This can be extended to a function ''g'' with simple (step) discontinuities by approximating it by polynomials from above and below (using the
Weierstrass approximation theorem Karl Theodor Wilhelm Weierstrass (german: link=no, Weierstraß ; 31 October 1815 – 19 February 1897) was a German mathematician often cited as the "father of modern analysis". Despite leaving university without a degree, he studied mathematics ...
and a little extra fudging) and using the fact that the coefficients ''a''''n'' are positive. In particular the function given by ''g''(''t'') = 1/''t'' if 1/''e'' < ''t'' < 1 and 0 otherwise has this property. But then for ''x'' = ''e''−1/''N'' the sum Σ''a''''n''''x''''n''''g''(''x''''n'') is ''a''0 + ... + ''a''''N'', and the integral of ''g'' is 1, from which the Hardy–Littlewood theorem follows immediately.


Examples


Non-positive coefficients

The theorem can fail without the condition that the coefficients are non-negative. For example, the function :\frac = 1-x+2x^2-2x^3+3x^4-3x^5+\cdots is asymptotic to 1/4(1–''x'') as ''x'' tends to 1, but the partial sums of its coefficients are 1, 0, 2, 0, 3, 0, 4, ... and are not asymptotic to any linear function.


Littlewood's extension of Tauber's theorem

In 1911 Littlewood proved an extension of
Tauber The Tauber () is a river in Franconia (Baden-Württemberg and Bavaria), Germany. It is a left tributary of the Main and is in length. The name derives from the Celtic word for water (compare: Dover). It flows through Rothenburg ob der Tauber, C ...
's
converse Converse may refer to: Mathematics and logic * Converse (logic), the result of reversing the two parts of a definite or implicational statement ** Converse implication, the converse of a material implication ** Converse nonimplication, a logical c ...
of
Abel's theorem In mathematics, Abel's theorem for power series relates a limit of a power series to the sum of its coefficients. It is named after Norwegian mathematician Niels Henrik Abel. Theorem Let the Taylor series G (x) = \sum_^\infty a_k x^k be a powe ...
. Littlewood showed the following: If ''a''''n'' = O(1/''n''), and as ''x'' ↑ 1 we have :\sum a_n x^n \to s, then : \sum a_n = s. This came historically before the Hardy–Littlewood Tauberian theorem, but can be proved as a simple application of it.


Prime number theorem

In 1915 Hardy and Littlewood developed a proof of the
prime number theorem In mathematics, the prime number theorem (PNT) describes the asymptotic distribution of the prime numbers among the positive integers. It formalizes the intuitive idea that primes become less common as they become larger by precisely quantifying ...
based on their Tauberian theorem; they proved :\sum_^\infty \Lambda(n) e^ \sim \frac, where Λ is the
von Mangoldt function In mathematics, the von Mangoldt function is an arithmetic function named after German mathematician Hans von Mangoldt. It is an example of an important arithmetic function that is neither multiplicative nor additive. Definition The von Mangold ...
, and then conclude : \sum_ \Lambda(n) \sim x, an equivalent form of the prime number theorem. Littlewood developed a simpler proof, still based on this Tauberian theorem, in 1971.


Notes


External links

* * {{DEFAULTSORT:Hardy-Littlewood tauberian theorem Tauberian theorems