The supremum of an increasing bounded sequence need not be a maximum of its set of terms. For , every term is strictly less than one; the supremum and limit of a sequence are one, but there is no maximum. Every candidate term is beaten by the next. The decreasing sequence similarly has infimum one without a minimum.
If an increasing sequence with limit of a sequence attains , it must remain there: for . The decreasing case is identical with inequalities reversed. Thus attainment of the limit of a sequence is equivalent to an eventually constant tail of a sequence for a convergent monotone sequence. The increasing sequence has both supremum and maximum one. [ref]
Cauchy sequence Created 2026-09-24 Updated 2026-10-14
A Cauchy sequence is a sequence whose sufficiently late terms are all close to one another. In a metric space , the precise condition is
For real numbers with their usual metric, . The useful feature is that the definition compares computed terms to other computed terms: it does not require an already known limit of a sequence. The one index must control every pair of later indices, not merely successive terms. [ref].
For an explicit example, take for . Its tail of a sequence beginning at lies in , and for every ,
Choose with to certify the entire future sequence. For , works because . The limit of a sequence is one, but the pairwise bound establishes the Cauchy sequence property without first needing that answer. By contrast, is not a Cauchy sequence: arbitrarily late even integers and odd integers give values separated by two. [ref].
Figure 1.
A Cauchy sequence confines every sufficiently late pair to a small band; persistent alternation cannot do so
. The original geometric example has all terms with in , a band narrower than . Only finitely many terms are drawn; the formula certifies the entire tail. The alternating example continues to attain both and arbitrarily late. Details.
Tiny successive changes do not provide this guarantee. For the harmonic numbers , the successive difference tends to zero, but
Thus, beyond every proposed , choosing and defeats the fixed tolerance . Even every fixed positive lag passes the weaker test: . The failing lag grows with , as explained more generally by convergence from arbitrary variable-lag increments. [ref].
Figure 2.
Harmonic numbers take vanishing successive steps while retaining a nonvanishing gap between indices and
. The blue curve is ; the red curve is . The exact lower bound holds for every positive integer , not just the plotted sample. The shaded region between and in the right panel illustrates how many individually small terms produce a substantial gap. Details.
Every convergent sequence in a metric space is a Cauchy sequence: apply the triangle inequality to two late terms and their common limit of a sequence. The reverse implication requires completeness. It holds in the real numbers by completeness of the real numbers, but can fail in the rational numbers: the rational endpoints from the bisection method approaching are a Cauchy sequence with no rational limit of a sequence. The existing construction in completeness of the real numbers shows how this happens. A Cauchy sequence is always a bounded sequence; in , boundedness gives a convergent subsequence by the Bolzano-Weierstrass theorem, and the pairwise condition forces the whole sequence to share its limit. [ref].
Limit inferior Created 2026-09-24 Updated 2026-10-14
The limit inferior of a real sequence is
allowing a value in the extended real number line. For a finite value , it has two complementary meanings: for every , all sufficiently late terms satisfy , while arbitrarily late terms satisfy . The first prevents persistent dips below ; the second prevents any larger number from being the true lower edge.
For , the lower bounds in limit inferior and limit superior approach . Every late term eventually exceeds , and the subsequence at odd integers comes arbitrarily close to . For , the lower bound of every infinite tail of a sequence is already zero, although no term equals zero. Thus a limit inferior need not be the minimum of any tail.
The limit inferior and limit superior retain the lower and upper long-run behaviour of a real sequence, even when it has no ordinary limit of a sequence. For each tail of a sequence beginning at , define
Discarding more initial terms raises or preserves the infimum and lowers or preserves the supremum. Hence is nondecreasing and is nonincreasing. Their limits exist in the extended real number line:
For a bounded sequence, both values are finite and . These bounds use the entire infinite tail of a sequence, rather than the last few observed terms. [ref].
Take the original example , beginning . The subsequence at even integers decreases toward one, while the subsequence at odd integers increases toward minus one. If is the first even integer at least and is the first odd integer at least , then
Thus and . The finite initial extreme disappears from later lower bounds; neither long-run value is attained by any term of this example.
Figure 1.
Infima and suprema of successively shorter sequence tails approach the limit inferior and limit superior
. The original sequence alternates beyond both limiting levels. The exact bounds are determined by the first remaining odd and even indices, producing monotone stair-step envelopes. Although only a finite portion is drawn, these formulas describe every infinite tail. Details.
For a bounded sequence, the limit inferior is the smallest subsequential limit and the limit superior is the largest subsequential limit; both are reached by suitable convergent subsequences. Every other subsequential limit lies between them. In the example there are only two subsequential limits, and : a convergent subsequence cannot retain infinitely many terms of both parities, because those two branches stay separated. The whole interval between the two bounds need not consist of subsequential limits. [ref].
A finite ordinary limit of a sequence exists exactly when the limit inferior and limit superior agree at the same finite value . The bounds and the squeeze theorem prove the sufficient direction. For a bounded sequence, its tail diameter of a sequence is , so the limiting gap is zero exactly when the Cauchy sequence condition holds. In the example the gap approaches two, not zero. The same framework allows infinite bounds: has both values , whereas has limit inferior and limit superior . Equality at infinity describes escape rather than convergence to a real value. [ref].
Limit superior Created 2026-09-24 Updated 2026-10-14
The limit superior of a real sequence is
allowing a value in the extended real number line. For a finite value , every gives an eventual upper bound , while arbitrarily late terms still satisfy . The second condition concerns recurrence at arbitrarily large indices, not the fraction of indices where a large value occurs.
In limit inferior and limit superior, has limit superior one because its positive branch approaches one from above and all later values eventually stay below . Changing any finite number of terms leaves the limit superior unchanged: once the tail of a sequence begins beyond those positions, all its suprema are the same as before. The sparse peaks can determine a limit superior example shows that even a set of peak indices with zero natural density can decide the upper long-run edge.
Choose with . Every tail of a sequence is nonempty and bounded, so its supremum exists and lies in . Removing one term cannot increase a supremum, hence . The bounded monotone sequence theorem, applied to , proves
Thus is the limit superior of .
For , eventually , and then . Only finitely many indices can satisfy . If only finitely many satisfied , some entire tail of a sequence would have . Its supremum would also be at most , contradicting .
Inductively choose so late that and . There are infinitely many choices for the latter inequality, so both requirements can be met. Then , proving . This constructs a subsequence attaining the limit superior.
Use uniform convergence to choose with for all and ; this follows, for example, from the Uniform Cauchy criterion. Since each is a bounded function, put for . Then
for every and . Thus is a uniformly bounded family of functions. The finite initial segment is essential: uniform convergence directly controls only a tail of a sequence.
Sequence Created 2026-09-24 Updated 2026-10-14
A sequence assigns a value to each position in an ordered index list. For an infinite sequence in a set , one standard convention is a function , written with . Some applications start the index at zero, and a finite sequence has only finitely many positions. Values may repeat; both order and repetition matter. [ref].
For example, begins , whereas begins . Their sets of values are both , but these are different sequences. A subsequence keeps selected positions in increasing order; the subsequence of at its even integers is the constant sequence . A tail of a sequence retains all positions from one index onward.
Sequences express successive approximations, repeated observations, and the iterates of a recurrence relation. A limit of a sequence describes where its terms eventually concentrate. Finite observations alone cannot establish that behaviour: for any positive integer , the all-zero sequence and the sequence with for and for agree through index , yet have different limits of sequences. A formula or bound controlling the entire future, such as the tail diameter of a sequence in the Cauchy sequence condition, supplies information that a finite list cannot.
Define a sequence by when is a power of two, including , and otherwise. Every tail of a sequence contains both a later power of two and a later nonpower. Therefore and , and the sequence does not converge. Its peak indices become increasingly sparse, yet never stop appearing.
Through index , the number of peaks is , so their fraction is
The set of powers of two has natural density zero. The same fraction is the Cesàro mean of the first terms, which tends to zero even though the limit superior stays one. At , eleven peaks give mean . An average and a long-run upper edge answer different questions about the same sequence.
Figure 1.
Peaks of zero natural density retain a limit superior of one while their Cesàro means tend to zero
. Left: the indicator sequence has peaks at powers of two; every sufficiently late tail still contains peaks and zeros. Right: the exact peak count divided by decreases overall toward zero, with jumps when a new power of two enters the count. These finite plots illustrate formulas valid at every positive integer index. Details.