In
computability theory
Computability theory, also known as recursion theory, is a branch of mathematical logic, computer science, and the theory of computation that originated in the 1930s with the study of computable functions and Turing degrees. The field has since ex ...
, a set ''S'' of
natural numbers
In mathematics, the natural numbers are the numbers 0, 1, 2, 3, and so on, possibly excluding 0. Some start counting with 0, defining the natural numbers as the non-negative integers , while others start with 1, defining them as the positiv ...
is called computably enumerable (c.e.), recursively enumerable (r.e.), semidecidable, partially decidable, listable, provable or Turing-recognizable if:
*There is an
algorithm
In mathematics and computer science, an algorithm () is a finite sequence of Rigour#Mathematics, mathematically rigorous instructions, typically used to solve a class of specific Computational problem, problems or to perform a computation. Algo ...
such that the set of input numbers for which the algorithm halts is exactly ''S''.
Or, equivalently,
*There is an
algorithm that enumerates the members of ''S''. That means that its output is a list of all the members of ''S'': ''s''
1, ''s''
2, ''s''
3, ... . If ''S'' is infinite, this algorithm will run forever, but each element of S will be returned after a finite amount of time. Note that these elements do not have to be listed in a particular way, say from smallest to largest.
The first condition suggests why the term ''semidecidable'' is sometimes used. More precisely, if a number is in the set, one can ''decide'' this by running the algorithm, but if the number is not in the set, the algorithm can run forever, and no information is returned. A set that is "completely decidable" is a
computable set
In computability theory, a set of natural numbers is computable (or decidable or recursive) if there is an algorithm that computes the membership of every natural number in a finite number of steps. A set is noncomputable (or undecidable) if it i ...
. The second condition suggests why ''computably enumerable'' is used. The abbreviations c.e. and r.e. are often used, even in print, instead of the full phrase.
In
computational complexity theory
In theoretical computer science and mathematics, computational complexity theory focuses on classifying computational problems according to their resource usage, and explores the relationships between these classifications. A computational problem ...
, the
complexity class
In computational complexity theory, a complexity class is a set (mathematics), set of computational problems "of related resource-based computational complexity, complexity". The two most commonly analyzed resources are time complexity, time and s ...
containing all computably enumerable sets is
RE. In recursion theory, the
lattice of c.e. sets under inclusion is denoted
.
Definition
A set ''S'' of natural numbers is called computably enumerable if there is a
partial computable function whose
domain is exactly ''S'', meaning that the function is defined if and only if its input is a member of ''S''.
Equivalent formulations
The following are all equivalent properties of a set ''S'' of natural numbers:
;Semidecidability
:
:*The set ''S'' is computably enumerable. That is, ''S'' is the domain (co-range) of a partial computable function.
:*The set ''S'' is
(referring to the
arithmetical hierarchy
In mathematical logic, the arithmetical hierarchy, arithmetic hierarchy or Kleene–Mostowski hierarchy (after mathematicians Stephen Cole Kleene and Andrzej Mostowski) classifies certain sets based on the complexity of formulas that define th ...
).
:*There is a partial computable function ''f'' such that:
;Enumerability
:
:*The set ''S'' is the range of a partial computable function.
:*The set ''S'' is the range of a total computable function, or empty. If ''S'' is infinite, the function can be chosen to be
injective
In mathematics, an injective function (also known as injection, or one-to-one function ) is a function that maps distinct elements of its domain to distinct elements of its codomain; that is, implies (equivalently by contraposition, impl ...
.
:*The set ''S'' is the range of a
primitive recursive function
In computability theory, a primitive recursive function is, roughly speaking, a function that can be computed by a computer program whose loops are all "for" loops (that is, an upper bound of the number of iterations of every loop is fixed befor ...
or empty. Even if ''S'' is infinite, repetition of values may be necessary in this case.
;Diophantine
:
:*There is a polynomial ''p'' with integer coefficients and variables ''x'', ''a'', ''b'', ''c'', ''d'', ''e'', ''f'', ''g'', ''h'', ''i'' ranging over the natural numbers such that
(The number of bound variables in this definition is the best known so far; it might be that a lower number can be used to define all Diophantine sets.)
:*There is a polynomial from the integers to the integers such that the set ''S'' contains exactly the non-negative numbers in its range.
The equivalence of semidecidability and enumerability can be obtained by the technique of
dovetailing.
The Diophantine characterizations of a computably enumerable set, while not as straightforward or intuitive as the first definitions, were found by
Yuri Matiyasevich as part of the negative solution to
Hilbert's Tenth Problem. Diophantine sets predate recursion theory and are therefore historically the first way to describe these sets (although this equivalence was only remarked more than three decades after the introduction of computably enumerable sets).
Examples
* Every
computable set
In computability theory, a set of natural numbers is computable (or decidable or recursive) if there is an algorithm that computes the membership of every natural number in a finite number of steps. A set is noncomputable (or undecidable) if it i ...
is computably enumerable, but it is not true that every computably enumerable set is computable. For computable sets, the algorithm must also say if an input is ''not'' in the set – this is not required of computably enumerable sets.
* A
recursively enumerable language is a computably enumerable subset of a
formal language
In logic, mathematics, computer science, and linguistics, a formal language is a set of strings whose symbols are taken from a set called "alphabet".
The alphabet of a formal language consists of symbols that concatenate into strings (also c ...
.
* The set of all provable sentences in an effectively presented axiomatic system is a computably enumerable set.
*
Matiyasevich's theorem states that every computably enumerable set is a
Diophantine set (the converse is trivially true).
* The
simple sets are computably enumerable but not computable.
* The
creative sets are computably enumerable but not computable.
* Any
productive set is not computably enumerable.
* Given a
Gödel numbering of the computable functions, the set
(where
is the
Cantor pairing function and
indicates
is defined) is computably enumerable (cf. picture for a fixed ''x''). This set encodes the
halting problem
In computability theory (computer science), computability theory, the halting problem is the problem of determining, from a description of an arbitrary computer program and an input, whether the program will finish running, or continue to run for ...
as it describes the input parameters for which each
Turing machine
A Turing machine is a mathematical model of computation describing an abstract machine that manipulates symbols on a strip of tape according to a table of rules. Despite the model's simplicity, it is capable of implementing any computer algori ...
halts.
* Given a Gödel numbering
of the computable functions, the set
is computably enumerable. This set encodes the problem of deciding a function value.
* Given a partial function ''f'' from the natural numbers into the natural numbers, ''f'' is a partial computable function if and only if the graph of ''f'', that is, the set of all pairs
such that ''f''(''x'') is defined, is computably enumerable.
Properties
If ''A'' and ''B'' are computably enumerable sets then ''A'' ∩ ''B'', ''A'' ∪ ''B'' and ''A'' × ''B'' (with the ordered pair of natural numbers mapped to a single natural number with the
Cantor pairing function) are computably enumerable sets. The
preimage of a computably enumerable set under a partial computable function is a computably enumerable set.
A set
is called co-computably-enumerable or co-c.e. if its
complement is computably enumerable. Equivalently, a set is co-r.e. if and only if it is at level
of the arithmetical hierarchy. The complexity class of co-computably-enumerable sets is denoted co-RE.
A set ''A'' is
computable if and only if both ''A'' and the complement of ''A'' are computably enumerable.
Some pairs of computably enumerable sets are
effectively separable and some are not.
Remarks
According to the
Church–Turing thesis
In Computability theory (computation), computability theory, the Church–Turing thesis (also known as computability thesis, the Turing–Church thesis, the Church–Turing conjecture, Church's thesis, Church's conjecture, and Turing's thesis) ...
, any effectively calculable function is calculable by a
Turing machine
A Turing machine is a mathematical model of computation describing an abstract machine that manipulates symbols on a strip of tape according to a table of rules. Despite the model's simplicity, it is capable of implementing any computer algori ...
, and thus a set ''S'' is computably enumerable if and only if there is some
algorithm
In mathematics and computer science, an algorithm () is a finite sequence of Rigour#Mathematics, mathematically rigorous instructions, typically used to solve a class of specific Computational problem, problems or to perform a computation. Algo ...
which yields an enumeration of ''S''. This cannot be taken as a formal definition, however, because the Church–Turing thesis is an informal conjecture rather than a formal axiom.
The definition of a computably enumerable set as the ''domain'' of a partial function, rather than the ''range'' of a total computable function, is common in contemporary texts. This choice is motivated by the fact that in generalized recursion theories, such as
α-recursion theory, the definition corresponding to domains has been found to be more natural. Other texts use the definition in terms of enumerations, which is equivalent for computably enumerable sets.
See also
*
RE (complexity)
*
Recursively enumerable language
*
Arithmetical hierarchy
In mathematical logic, the arithmetical hierarchy, arithmetic hierarchy or Kleene–Mostowski hierarchy (after mathematicians Stephen Cole Kleene and Andrzej Mostowski) classifies certain sets based on the complexity of formulas that define th ...
References
* Rogers, H. ''The Theory of Recursive Functions and Effective Computability'',
MIT Press
The MIT Press is the university press of the Massachusetts Institute of Technology (MIT), a private research university in Cambridge, Massachusetts. The MIT Press publishes a number of academic journals and has been a pioneer in the Open Ac ...
. ; .
* Soare, R. Recursively enumerable sets and degrees. ''Perspectives in Mathematical Logic.''
Springer-Verlag
Springer Science+Business Media, commonly known as Springer, is a German multinational publishing company of books, e-books and peer-reviewed journals in science, humanities, technical and medical (STM) publishing.
Originally founded in 1842 in ...
, Berlin, 1987. .
* Soare, Robert I. Recursively enumerable sets and degrees. ''Bull. Amer. Math. Soc.'' 84 (1978), no. 6, 1149–1181.
{{Mathematical logic
Computability theory
Theory of computation