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Language equations are mathematical statements that resemble numerical equations, but the variables assume values of
formal languages In logic, mathematics, computer science, and linguistics, a formal language consists of string (computer science), words whose symbol (formal), letters are taken from an alphabet (formal languages), alphabet and are well-formedness, well-formed ...
rather than numbers. Instead of arithmetic operations in numerical equations, the variables are joined by language operations. Among the most common operations on two languages ''A'' and ''B'' are the
set union In set theory, the union (denoted by ∪) of a collection of sets is the set of all elements in the collection. It is one of the fundamental operations through which sets can be combined and related to each other. A refers to a union of ze ...
''A'' ∪ ''B'', the
set intersection In set theory, the intersection of two sets A and B, denoted by A \cap B, is the set containing all elements of A that also belong to B or equivalently, all elements of B that also belong to A. Notation and terminology Intersection is writt ...
''A'' ∩ ''B'', and the
concatenation In formal language theory and computer programming, string concatenation is the operation of joining character strings end-to-end. For example, the concatenation of "snow" and "ball" is "snowball". In certain formalisations of concatenat ...
''A''⋅''B''. Finally, as an operation taking a single
operand In mathematics, an operand is the object of a mathematical operation, i.e., it is the object or quantity that is operated on. Example The following arithmetic expression shows an example of operators and operands: :3 + 6 = 9 In the above examp ...
, the set ''A''* denotes the
Kleene star In mathematical logic and computer science, the Kleene star (or Kleene operator or Kleene closure) is a unary operation, either on sets of strings or on sets of symbols or characters. In mathematics, it is more commonly known as the free monoid ...
of the language ''A''. Therefore language equations can be used to represent
formal grammar In formal language theory, a grammar (when the context is not given, often called a formal grammar for clarity) describes how to form strings from a language's alphabet that are valid according to the language's syntax. A grammar does not describe ...
s, since the languages generated by the grammar must be the solution of a system of language equations.


Language equations and context-free grammars

Ginsburg and
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gave an alternative definition of
context-free grammar In formal language theory, a context-free grammar (CFG) is a formal grammar whose production rules are of the form :A\ \to\ \alpha with A a ''single'' nonterminal symbol, and \alpha a string of terminals and/or nonterminals (\alpha can be empt ...
s by language equations. To every context-free grammar G = (V, \Sigma, R, S), is associated a system of equations in variables V. Each variable X \in V is an unknown language over \Sigma and is defined by the equation X=\alpha_1 \cup \ldots \cup \alpha_m where X \to \alpha_1, ..., X \to \alpha_m are all productions for X. Ginsburg and Rice used a
fixed-point iteration In numerical analysis, fixed-point iteration is a method of computing fixed points of a function. More specifically, given a function f defined on the real numbers with real values and given a point x_0 in the domain of f, the fixed-point itera ...
argument to show that a solution always exists, and proved that i.e. any other solution must be a of this one. For example, the grammar S \to a S c \mid b \mid S corresponds to the equation system S = ( \ \cdot S \cdot \ ) \cup \ \cup S which has as solution every superset of \. Language equations with added intersection analogously correspond to conjunctive grammars.


Language equations and finite automata

Brzozowski and Leiss studied ''left language equations'' where every concatenation is with a singleton constant language on the left, e.g. \ \cdot X with variable X, but not X \cdot Y nor X \cdot \. Each equation is of the form X_i=F(X_1, ..., X_k) with one variable on the right-hand side. Every
nondeterministic finite automaton In automata theory, a finite-state machine is called a deterministic finite automaton (DFA), if * each of its transitions is ''uniquely'' determined by its source state and input symbol, and * reading an input symbol is required for each state ...
has such corresponding equation using left-concatenation and union, see Fig. 1. If intersection operation is allowed, equations correspond to alternating finite automata.
Baader Baader is a surname of German origin. People with the surname Baader * Andreas Baader (1943–1977), militant of the Red Army Faction (Rote Armee Fraktion), also known as the ''Baader Meinhoff Gang'' * Caspar Baader (born 1953), Swiss politicia ...
and Narendran studied equations F(X_1, \ldots, X_k)=G(X_1, \ldots, X_k) using left-concatenation and union and proved that their satisfiability problem is
EXPTIME-complete In computational complexity theory, the complexity class EXPTIME (sometimes called EXP or DEXPTIME) is the set of all decision problems that are solvable by a deterministic Turing machine in exponential time, i.e., in O(2''p''(''n'')) time, w ...
.


Conway's problem

Conway proposed the following problem: given a constant finite language L, is the greatest solution of the equation LX=XL always regular? This problem was studied by Karhumäki and Petre who gave an affirmative answer in a special case. A strongly negative answer to Conway's problem was given by
Kunc KUNC (91.5 FM) is a radio station broadcasting a News/Talk public radio format. Licensed to Greeley, Colorado, United States, it serves Northern Colorado, including Fort Collins and Greeley. The station is owned and operated by Community Radio ...
who constructed a finite language L such that the greatest solution of this equation is not recursively enumerable. Kunc also proved that the greatest solution of inequality LX \subseteq XL is always regular.


Language equations with Boolean operations

Language equations with concatenation and Boolean operations were first studied by
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,
Chandra Chandra ( sa, चन्द्र, Candra, shining' or 'moon), also known as Soma ( sa, सोम), is the Hindu god of the Moon, and is associated with the night, plants and vegetation. He is one of the Navagraha (nine planets of Hinduism) and ...
,
Halpern Halpern is a variation of the Jewish surname Heilprin and may refer to: * Baruch Halpern, Jewish studies * Benjamin Halpern, American marine biologist and ecologist * Carolyn Halpern, American psychologist * Charles Halpern, lawyer * Charna Hal ...
and
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who proved that the satisfiability problem for a given equation is undecidable, and that if a system of language equations has a unique solution, then that solution is recursive. Later, Okhotin proved that the unsatisfiability problem is RE-complete and that every recursive language is a unique solution of some equation.


Language equations over a unary alphabet

For a one-letter alphabet, Leiss discovered the first language equation with a nonregular solution, using complementation and concatenation operations. Later, Jeż showed that non-regular unary languages can be defined by language equations with union, intersection and concatenation, equivalent to
conjunctive grammar Conjunctive grammars are a class of formal grammars studied in formal language theory. They extend the basic type of grammars, the context-free grammars, with a conjunction operation. Besides explicit conjunction, conjunctive grammars allow implicit ...
s. By this method Jeż and Okhotin proved that every recursive unary language is a unique solution of some equation.


See also

*
Boolean grammar Boolean grammars, introduced by , are a class of formal grammars studied in formal language theory. They extend the basic type of grammars, the context-free grammars, with conjunction and negation operations. Besides these explicit operations, Bool ...
*
Arden's rule In theoretical computer science, Arden's rule, also known as Arden's lemma, is a mathematical statement about a certain form of language equations. Background A (formal) language is simply a set of strings. Such sets can be specified by means of ...
*
Set constraint In mathematics and theoretical computer science, a set constraint is an equation or an inequation between sets of terms. Similar to systems of ( in) equations between numbers, methods are studied for solving systems of set constraints. Different ...


References


External links


Workshop on Theory and Applications of Language Equations (TALE 2007)
Formal languages Equations {{comp-sci-theory-stub