Gauss's Test
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mathematics Mathematics is a field of study that discovers and organizes methods, Mathematical theory, theories and theorems that are developed and Mathematical proof, proved for the needs of empirical sciences and mathematics itself. There are many ar ...
, convergence tests are methods of testing for the
convergence Convergence may refer to: Arts and media Literature *''Convergence'' (book series), edited by Ruth Nanda Anshen *Convergence (comics), "Convergence" (comics), two separate story lines published by DC Comics: **A four-part crossover storyline that ...
,
conditional convergence In mathematics, a series or integral is said to be conditionally convergent if it converges, but it does not converge absolutely. Definition More precisely, a series of real numbers \sum_^\infty a_n is said to converge conditionally if \lim_\,\s ...
,
absolute convergence In mathematics, an infinite series of numbers is said to converge absolutely (or to be absolutely convergent) if the sum of the absolute values of the summands is finite. More precisely, a real or complex series \textstyle\sum_^\infty a_n is said ...
, interval of convergence or divergence of an
infinite series In mathematics, a series is, roughly speaking, an addition of infinitely many terms, one after the other. The study of series is a major part of calculus and its generalization, mathematical analysis. Series are used in most areas of mathemati ...
\sum_^\infty a_n.


List of tests


Limit of the summand

If the limit of the summand is undefined or nonzero, that is \lim_a_n \ne 0, then the series must diverge. In this sense, the partial sums are
Cauchy Baron Augustin-Louis Cauchy ( , , ; ; 21 August 1789 – 23 May 1857) was a French mathematician, engineer, and physicist. He was one of the first to rigorously state and prove the key theorems of calculus (thereby creating real a ...
only if this limit exists and is equal to zero. The test is inconclusive if the limit of the summand is zero. This is also known as the nth-term test, test for divergence, or the divergence test.


Ratio test In mathematics, the ratio test is a convergence tests, test (or "criterion") for the convergent series, convergence of a series (mathematics), series :\sum_^\infty a_n, where each term is a real number, real or complex number and is nonzero wh ...

This is also known as d'Alembert's criterion. : Consider two limits \ell=\liminf_\left, \frac\ and L=\limsup_\left, \frac\. If \ell>1, the series diverges. If L<1 then the series converges absolutely. If \ell\le1\le L then the test is inconclusive, and the series may converge absolutely, conditionally or diverge.


Root test In mathematics, the root test is a criterion for the convergence (a convergence test) of an infinite series. It depends on the quantity :\limsup_\sqrt where a_n are the terms of the series, and states that the series converges absolutely if t ...

This is also known as the ''n''th root test or Cauchy's criterion. : Let :: r=\limsup_\sqrt : where \limsup denotes the
limit superior In mathematics, the limit inferior and limit superior of a sequence can be thought of as limiting (that is, eventual and extreme) bounds on the sequence. They can be thought of in a similar fashion for a function (see limit of a function). For ...
(possibly \infty; if the limit exists it is the same value). : If ''r'' < 1, then the series converges absolutely. If ''r'' > 1, then the series diverges. If ''r'' = 1, the root test is inconclusive, and the series may converge or diverge. The root test is stronger than the ratio test: whenever the ratio test determines the convergence or divergence of an infinite series, the root test does too, but not conversely.


Integral test In mathematics, an integral is the continuous analog of a Summation, sum, which is used to calculate area, areas, volume, volumes, and their generalizations. Integration, the process of computing an integral, is one of the two fundamental oper ...

The series can be compared to an integral to establish convergence or divergence. Let f: monotonically decreasing function such that f(n) = a_n. If \int_1^\infty f(x) \, dx=\lim_\int_1^t f(x) \, dx<\infty, then the series converges. But if the integral diverges, then the series does so as well. In other words, the series converges
if and only if In logic and related fields such as mathematics and philosophy, "if and only if" (often shortened as "iff") is paraphrased by the biconditional, a logical connective between statements. The biconditional is true in two cases, where either bo ...
the integral converges.


-series test

A commonly-used corollary of the integral test is the p-series test. Let k > 0. Then \sum_^ \bigg(\frac\bigg) converges if p > 1. The case of p = 1, k = 1 yields the harmonic series, which diverges. The case of p = 2, k = 1 is the
Basel problem The Basel problem is a problem in mathematical analysis with relevance to number theory, concerning an infinite sum of inverse squares. It was first posed by Pietro Mengoli in 1650 and solved by Leonhard Euler in 1734, and read on 5 December 1735 ...
and the series converges to \frac. In general, for p > 1, k = 1, the series is equal to the
Riemann zeta function The Riemann zeta function or Euler–Riemann zeta function, denoted by the Greek letter (zeta), is a mathematical function of a complex variable defined as \zeta(s) = \sum_^\infty \frac = \frac + \frac + \frac + \cdots for and its analytic c ...
applied to p, that is \zeta(p).


Direct comparison test In mathematics, the comparison test, sometimes called the direct comparison test to distinguish it from similar related tests (especially the limit comparison test), provides a way of deducing whether an infinite series or an improper integral c ...

If the series \sum_^\infty b_n is an
absolutely convergent In mathematics, an infinite series of numbers is said to converge absolutely (or to be absolutely convergent) if the sum of the absolute values of the summands is finite. More precisely, a real or complex series \textstyle\sum_^\infty a_n is said ...
series and , a_n, \le , b_n, for sufficiently large ''n'' , then the series \sum_^\infty a_n converges absolutely.


Limit comparison test In mathematics, the limit comparison test (LCT) (in contrast with the related direct comparison test) is a method of testing for the convergence of an infinite series. Statement Suppose that we have two series \Sigma_n a_n and \Sigma_n b_n ...

If \,\>0, (that is, each element of the two sequences is positive) and the limit \lim_ \frac exists, is finite and non-zero, then either both series converge or both series diverge.


Cauchy condensation test

Let \left \ be a non-negative non-increasing sequence. Then the sum A = \sum_^\infty a_n converges
if and only if In logic and related fields such as mathematics and philosophy, "if and only if" (often shortened as "iff") is paraphrased by the biconditional, a logical connective between statements. The biconditional is true in two cases, where either bo ...
the sum A^* = \sum_^\infty 2^n a_ converges. Moreover, if they converge, then A \leq A^* \leq 2A holds.


Abel's test In mathematics, Abel's test (also known as Abel's criterion) is a method of testing for the convergence of an infinite series. The test is named after mathematician Niels Henrik Abel, who proved it in 1826. There are two slightly different versio ...

Suppose the following statements are true: # \sum a_n is a convergent series, # \left\ is a monotonic sequence, and # \left\ is bounded. Then \sum a_nb_n is also convergent.


Absolute convergence test

Every
absolutely convergent In mathematics, an infinite series of numbers is said to converge absolutely (or to be absolutely convergent) if the sum of the absolute values of the summands is finite. More precisely, a real or complex series \textstyle\sum_^\infty a_n is said ...
series converges.


Alternating series test In mathematical analysis, the alternating series test proves that an alternating series is convergent when its terms decrease monotonically in absolute value and approach zero in the limit. The test was devised by Gottfried Leibniz and is someti ...

Suppose the following statements are true: * (a_n)_^\infty is monotonic, * \lim_ a_n = 0 Then \sum_^\infty (-1)^ a_n and \sum_^\infty (-1)^ a_n are convergent series. This test is also known as the Leibniz criterion.


Dirichlet's test In mathematics, Dirichlet's test is a method of testing for the convergence of a series that is especially useful for proving conditional convergence. It is named after its author Peter Gustav Lejeune Dirichlet, and was published posthumously ...

If \ is a
sequence In mathematics, a sequence is an enumerated collection of objects in which repetitions are allowed and order matters. Like a set, it contains members (also called ''elements'', or ''terms''). The number of elements (possibly infinite) is cal ...
of
real number In mathematics, a real number is a number that can be used to measure a continuous one- dimensional quantity such as a duration or temperature. Here, ''continuous'' means that pairs of values can have arbitrarily small differences. Every re ...
s and \ a sequence of
complex number In mathematics, a complex number is an element of a number system that extends the real numbers with a specific element denoted , called the imaginary unit and satisfying the equation i^= -1; every complex number can be expressed in the for ...
s satisfying :* a_n \geq a_ :* \lim_a_n = 0 :* \left, \sum^_b_n\\leq M for every positive integer ''N'' where ''M'' is some constant, then the series :\sum^_a_n b_n converges.


Cauchy's convergence test The Cauchy convergence test is a method used to test infinite series for convergence. It relies on bounding sums of terms in the series. This convergence criterion is named after Augustin-Louis Cauchy who published it in his textbook '' Cours d'A ...

A series \sum_^\infty a_i is convergent if and only if for every \varepsilon>0 there is a natural number ''N'' such that :, a_+a_+\cdots+a_, <\varepsilon holds for all and all .


Stolz–Cesàro theorem In mathematics, the Stolz–Cesàro theorem is a criterion for proving the convergence of a sequence. It is named after mathematicians Otto Stolz and Ernesto Cesàro, who stated and proved it for the first time. The Stolz–Cesàro theorem can b ...

Let (a_n)_ and (b_n)_ be two sequences of real numbers. Assume that (b_n)_ is a strictly monotone and divergent sequence and the following limit exists: : \lim_ \frac=l.\ Then, the limit : \lim_ \frac=l.\


Weierstrass M-test In mathematics, the Weierstrass M-test is a test for determining whether an infinite series of functions converges uniformly and absolutely. It applies to series whose terms are bounded functions with real or complex values, and is analogous to ...

Suppose that (''f''''n'') is a sequence of real- or complex-valued functions defined on a set ''A'', and that there is a sequence of non-negative numbers (''M''''n'') satisfying the conditions * , f_n(x), \leq M_n for all n \geq 1 and all x \in A, and * \sum_^ M_n converges. Then the series :\sum_^ f_n (x) converges absolutely and
uniformly Uniform distribution may refer to: * Continuous uniform distribution * Discrete uniform distribution * Uniform distribution (ecology) * Equidistributed sequence In mathematics, a sequence (''s''1, ''s''2, ''s''3, ...) of real numbers is said to be ...
on ''A''.


Extensions to the ratio test

The ratio test may be inconclusive when the limit of the ratio is 1. Extensions to the ratio test, however, sometimes allows one to deal with this case.


Raabe–Duhamel's test

Let be a sequence of positive numbers. Define :b_n=n\left(\frac-1 \right). If :L=\lim_b_n exists there are three possibilities: * if ''L'' > 1 the series converges (this includes the case ''L'' = ∞) * if ''L'' < 1 the series diverges * and if ''L'' = 1 the test is inconclusive. An alternative formulation of this test is as follows. Let be a series of real numbers. Then if ''b'' > 1 and ''K'' (a natural number) exist such that :\left, \frac\\le 1-\frac for all ''n'' > ''K'' then the series is convergent.


Bertrand's test

Let be a sequence of positive numbers. Define :b_n=\ln n\left(n\left(\frac-1 \right)-1\right). If :L=\lim_b_n exists, there are three possibilities: * if ''L'' > 1 the series converges (this includes the case ''L'' = ∞) * if ''L'' < 1 the series diverges * and if ''L'' = 1 the test is inconclusive.


Gauss's test

Let be a sequence of positive numbers. If \frac = 1+ \frac + O(1/n^\beta) for some β > 1, then \sum a_n converges if and diverges if .


Kummer's test

Let be a sequence of positive numbers. Then: (1) \sum a_n converges if and only if there is a sequence b_ of positive numbers and a real number ''c'' > 0 such that b_k (a_/a_) - b_ \ge c. (2) \sum a_n diverges if and only if there is a sequence b_ of positive numbers such that b_k (a_/a_) - b_ \le 0 and \sum 1/b_ diverges.


Abu-Mostafa's test

Let \sum_^\infty a_n be an infinite series with real terms and let f:\R\to\R be any real function such that f(1/n)=a_n for all positive integers ''n'' and the second derivative f'' exists at x=0. Then \sum_^\infty a_n converges absolutely if f(0)=f'(0)=0 and diverges otherwise.


Notes

*For some specific types of series there are more specialized convergence tests, for instance for
Fourier series A Fourier series () is an Series expansion, expansion of a periodic function into a sum of trigonometric functions. The Fourier series is an example of a trigonometric series. By expressing a function as a sum of sines and cosines, many problems ...
there is the
Dini test In mathematics, the Dini and Dini–Lipschitz tests are highly precise tests that can be used to prove that the Fourier series of a function converges at a given point. These tests are named after Ulisse Dini and Rudolf Lipschitz. Definition L ...
.


Examples

Consider the series Cauchy condensation test implies that () is finitely convergent if is finitely convergent. Since : \sum_^\infty 2^n \left( \frac 1 \right)^\alpha = \sum_^\infty 2^ = \sum_^\infty 2^ () is a geometric series with ratio 2^ . () is finitely convergent if its ratio is less than one (namely Thus, () is finitely convergent
if and only if In logic and related fields such as mathematics and philosophy, "if and only if" (often shortened as "iff") is paraphrased by the biconditional, a logical connective between statements. The biconditional is true in two cases, where either bo ...


Convergence of products

While most of the tests deal with the convergence of infinite series, they can also be used to show the convergence or divergence of
infinite product In mathematics, for a sequence of complex numbers ''a''1, ''a''2, ''a''3, ... the infinite product : \prod_^ a_n = a_1 a_2 a_3 \cdots is defined to be the limit of the partial products ''a''1''a''2...''a'n'' as ''n'' increases without bound ...
s. This can be achieved using following theorem: Let \left \_^\infty be a sequence of positive numbers. Then the infinite product \prod_^\infty (1 + a_n) converges
if and only if In logic and related fields such as mathematics and philosophy, "if and only if" (often shortened as "iff") is paraphrased by the biconditional, a logical connective between statements. The biconditional is true in two cases, where either bo ...
the series \sum_^\infty a_n converges. Also similarly, if 0 \leq a_n < 1 holds, then \prod_^\infty (1 - a_n) approaches a non-zero limit if and only if the series \sum_^\infty a_n converges . This can be proved by taking the logarithm of the product and using limit comparison test.


See also

*
L'Hôpital's rule L'Hôpital's rule (, ), also known as Bernoulli's rule, is a mathematical theorem that allows evaluating limits of indeterminate forms using derivatives. Application (or repeated application) of the rule often converts an indeterminate form ...
* Shift rule


References


Further reading

* {{cite book , first=Louis , last=Leithold , author-link=Louis Leithold , title=The Calculus, with Analytic Geometry , location=New York , publisher=Harper & Row , edition=2nd , year=1972 , isbn=0-06-043959-9 , pages=655–737