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In mathematics and
theoretical computer science computer science (TCS) is a subset of general computer science and mathematics that focuses on mathematical aspects of computer science such as the theory of computation, lambda calculus, and type theory. It is difficult to circumscribe the ...
, a ''k''-regular sequence 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 calle ...
satisfying linear recurrence equations that reflect the base-''k'' representations of the integers. The class of ''k''-regular sequences generalizes the class of ''k''-automatic sequences to alphabets of infinite size.


Definition

There exist several characterizations of ''k''-regular sequences, all of which are equivalent. Some common characterizations are as follows. For each, we take ''R''′ to be a commutative
Noetherian ring In mathematics, a Noetherian ring is a ring that satisfies the ascending chain condition on left and right ideals; if the chain condition is satisfied only for left ideals or for right ideals, then the ring is said left-Noetherian or right-Noeth ...
and we take ''R'' to be a
ring Ring may refer to: * Ring (jewellery), a round band, usually made of metal, worn as ornamental jewelry * To make a sound with a bell, and the sound made by a bell :(hence) to initiate a telephone connection Arts, entertainment and media Film and ...
containing ''R''′.


''k''-kernel

Let ''k'' ≥ 2. The ''k-kernel'' of the sequence s(n)_ is the set of subsequences :K_(s) = \. The sequence s(n)_ is (''R''′, ''k'')-regular (often shortened to just "''k''-regular") if the R'-module generated by ''K''''k''(''s'') is a finitely-generated ''R''′- module.Allouche and Shallit (1992), Definition 2.1. In the special case when R' = R = \mathbb, the sequence s(n)_ is k-regular if K_k(s) is contained in a finite-dimensional vector space over \mathbb.


Linear combinations

A sequence ''s''(''n'') is ''k''-regular if there exists an integer ''E'' such that, for all ''e''''j'' > ''E'' and 0 ≤ ''r''''j'' ≤ ''k''''e''''j'' − 1, every subsequence of ''s'' of the form ''s''(''k''''e''''j''''n'' + ''r''''j'') is expressible as an ''R''′- linear combination \sum_ c_ s(k^n + b_), where ''c''''ij'' is an integer, ''f''''ij'' ≤ ''E'', and 0 ≤ ''b''''ij'' ≤ ''k''''f''''ij'' − 1.Allouche & Shallit (1992), Theorem 2.2. Alternatively, a sequence ''s''(''n'') is ''k''-regular if there exist an integer ''r'' and subsequences ''s''1(''n''), ..., ''s''''r''(''n'') such that, for all 1 ≤ ''i'' ≤ ''r'' and 0 ≤ ''a'' ≤ ''k'' − 1, every sequence ''s''''i''(''kn'' + ''a'') in the ''k''-kernel ''K''''k''(''s'') is an ''R''′-linear combination of the subsequences ''s''''i''(''n'').


Formal series

Let ''x''0, ..., ''x''''k'' − 1 be a set of ''k'' non-commuting variables and let τ be a map sending some natural number ''n'' to the string ''x''''a''0 ... ''x''''a''''e'' − 1, where the base-''k'' representation of ''x'' is the string ''a''''e'' − 1...''a''0. Then a sequence ''s''(''n'') is ''k''-regular if and only if the
formal series In mathematics, a formal series is an infinite sum that is considered independently from any notion of convergence, and can be manipulated with the usual algebraic operations on series (addition, subtraction, multiplication, division, partial su ...
\sum_ s(n) \tau (n) is \mathbb-
rational Rationality is the quality of being guided by or based on reasons. In this regard, a person acts rationally if they have a good reason for what they do or a belief is rational if it is based on strong evidence. This quality can apply to an abili ...
.Allouche & Shallit (1992), Theorem 4.3.


Automata-theoretic

The formal series definition of a ''k''-regular sequence leads to an automaton characterization similar to Schützenberger's matrix machine.Allouche & Shallit (1992), Theorem 4.4.


History

The notion of ''k''-regular sequences was first investigated in a pair of papers by Allouche and Shallit.Allouche & Shallit (1992, 2003). Prior to this, Berstel and Reutenauer studied the theory of rational series, which is closely related to ''k''-regular sequences.


Examples


Ruler sequence

Let s(n) = \nu_2(n+1) be the 2-adic valuation of n+1. The ruler sequence s(n)_ = 0, 1, 0, 2, 0, 1, 0, 3, \dots () is 2-regular, and the 2-kernel :\ is contained in the two-dimensional vector space generated by s(n)_ and the constant sequence 1, 1, 1, \dots. These basis elements lead to the recurrence relations : \begin s(2 n) &= 0, \\ s(4 n + 1) &= s(2 n + 1) - s(n), \\ s(4 n + 3) &= 2 s(2 n + 1) - s(n), \end which, along with the initial conditions s(0) = 0 and s(1) = 1, uniquely determine the sequence.Allouche & Shallit (1992), Example 8.


Thue–Morse sequence

The
Thue–Morse sequence In mathematics, the Thue–Morse sequence, or Prouhet–Thue–Morse sequence, is the binary sequence (an infinite sequence of 0s and 1s) obtained by starting with 0 and successively appending the Boolean complement of the sequence obtained thus ...
''t''(''n'') () is the fixed point of the morphism 0 → 01, 1 → 10. It is known that the Thue–Morse sequence is 2-automatic. Thus, it is also 2-regular, and its 2-kernel :\ consists of the subsequences t(n)_ and t(2 n + 1)_.


Cantor numbers

The sequence of Cantor numbers ''c''(''n'') () consists of numbers whose ternary expansions contain no 1s. It is straightforward to show that : \begin c(2n) &= 3c(n), \\ c(2n+1) &= 3c(n) + 2, \end and therefore the sequence of Cantor numbers is 2-regular. Similarly the
Stanley sequence In mathematics, a Stanley sequence is an integer sequence generated by a greedy algorithm that chooses the sequence members to avoid arithmetic progressions. If S is a finite set of non-negative integers on which no three elements form an arithmet ...
:0, 1, 3, 4, 9, 10, 12, 13, 27, 28, 30, 31, 36, 37, 39, 40, ... of numbers whose ternary expansions contain no 2s is also 2-regular.Allouche & Shallit (1992), Examples 3 and 26.


Sorting numbers

A somewhat interesting application of the notion of ''k''-regularity to the broader study of algorithms is found in the analysis of the
merge sort In computer science, merge sort (also commonly spelled as mergesort) is an efficient, general-purpose, and comparison-based sorting algorithm. Most implementations produce a stable sort, which means that the order of equal elements is the same ...
algorithm. Given a list of ''n'' values, the number of comparisons made by the merge sort algorithm are the
sorting number In mathematics and computer science, the sorting numbers are a sequence of numbers introduced in 1950 by Hugo Steinhaus for the analysis of comparison sort algorithms. These numbers give the worst-case number of comparisons used by both binary ins ...
s, governed by the recurrence relation : \begin T(1) &= 0, \\ T(n) &= T(\lfloor n / 2 \rfloor) + T(\lceil n / 2 \rceil) + n - 1, \ n \geq 2. \end As a result, the sequence defined by the recurrence relation for merge sort, ''T''(''n''), constitutes a 2-regular sequence.Allouche & Shallit (1992), Example 28.


Other sequences

If f(x) is an
integer-valued polynomial In mathematics, an integer-valued polynomial (also known as a numerical polynomial) P(t) is a polynomial whose value P(n) is an integer for every integer ''n''. Every polynomial with integer coefficients is integer-valued, but the converse is not t ...
, then f(n)_ is ''k''-regular for every k \geq 2. The Glaisher–Gould sequence is 2-regular. The Stern–Brocot sequence is 2-regular. Allouche and Shallit give a number of additional examples of ''k''-regular sequences in their papers.


Properties

''k''-regular sequences exhibit a number of interesting properties. *Every ''k''-automatic sequence is ''k''-regular. *Every ''k''-synchronized sequence is ''k''-regular. *A ''k''-regular sequence takes on finitely many values if and only if it is ''k''-automatic.Allouche & Shallit (2003) p. 441. This is an immediate consequence of the class of ''k''-regular sequences being a generalization of the class of ''k''-automatic sequences. *The class of ''k''-regular sequences is closed under termwise addition, termwise multiplication, and
convolution In mathematics (in particular, functional analysis), convolution is a mathematical operation on two functions ( and ) that produces a third function (f*g) that expresses how the shape of one is modified by the other. The term ''convolution'' ...
. The class of ''k''-regular sequences is also closed under scaling each term of the sequence by an integer λ.Allouche & Shallit (2003) p. 445. In particular, the set of ''k''-regular power series forms a ring. *If s(n)_ is ''k''-regular, then for all integers m \ge 1, (s(n) \bmod)_ is ''k''-automatic. However, the converse does not hold. *For multiplicatively independent ''k'', ''l'' ≥ 2, if a sequence is both ''k''-regular and ''l''-regular, then the sequence satisfies a linear recurrence. This is a generalization of a result due to Cobham regarding sequences that are both ''k''-automatic and ''l''-automatic. *The ''n''th term of a ''k''-regular sequence of integers grows at most polynomially in ''n''. *If F is a field and x \in F, then the sequence of powers (x^n)_ is ''k''-regular if and only if x = 0 or x is a root of unity.


Proving and disproving ''k''-regularity

Given a candidate sequence s = s(n)_ that is not known to be ''k''-regular, ''k''-regularity can typically be proved directly from the definition by calculating elements of the kernel of s and proving that all elements of the form (s(k^r n + e))_ with r sufficiently large and 0 \le e < 2^r can be written as linear combinations of kernel elements with smaller exponents in the place of r. This is usually computationally straightforward. On the other hand, disproving ''k''-regularity of the candidate sequence s usually requires one to produce a \mathbb-linearly independent subset in the kernel of s, which is typically trickier. Here is one example of such a proof. Let e_0(n) denote the number of 0's in the binary expansion of n. Let e_1(n) denote the number of 1's in the binary expansion of n. The sequence f(n) := e_0(n)-e_1(n) can be shown to be 2-regular. The sequence g = g(n) := , f(n), is, however, not 2-regular, by the following argument. Suppose (g(n))_ is 2-regular. We claim that the elements g(2^k n) for n \ge 1 and k \ge 0 of the 2-kernel of g are linearly independent over \mathbb. The function n \mapsto e_0(n)-e_1(n) is surjective onto the integers, so let x_m be the least integer such that e_0(x_m)-e_1(x_m) = m. By 2-regularity of (g(n))_, there exist b \ge 0 and constants c_i such that for each n \ge 0, :\sum_ c_i g(2^i n) = 0. Let a be the least value for which c_a \ne 0. Then for every n \ge 0, :g(2^a n) = \sum_ -(c_i/c_a) g(2^i n). Evaluating this expression at n = x_m, where m = 0,-1,1,2,-2 and so on in succession, we obtain, on the left-hand side :g(2^a x_m) = , e_0(x_m)-e_1(x_m)+a, = , m+a, , and on the right-hand side, :\sum_ -(c_i/c_a), m+i, . It follows that for every integer m, :, m+a, = \sum_ -(c_i/c_a) , m+i, . But for m \ge -a-1, the right-hand side of the equation is monotone because it is of the form Am+B for some constants A,B, whereas the left-hand side is not, as can be checked by successively plugging in m = -a-1, m = -a, and m = -a+1. Therefore, (g(n))_ is not 2-regular.Allouche and Shallit (1993) p. 168–169.


Notes


References

*. *. *{{cite book , last1 = Allouche , first1 = Jean-Paul , last2 = Shallit , first2 = Jeffrey , author2-link = Jeffrey Shallit , isbn = 978-0-521-82332-6 , publisher = Cambridge University Press , title = Automatic Sequences: Theory, Applications, Generalizations , year = 2003 , zbl=1086.11015 Combinatorics on words Automata (computation) Integer sequences Recurrence relations