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In mathematics, and in other disciplines involving formal languages, including mathematical logic and computer science, a variable may be said to be either free or bound. Some older books use the terms real variable and apparent variable for free variable and bound variable, respectively. A free variable is a notation (symbol) that specifies places in an expression where substitution may take place and is not a parameter of this or any container expression. The idea is related to a placeholder (a symbol that will later be replaced by some value), or a wildcard character that stands for an unspecified symbol.
In computer programming, the term free variable refers to variables used in a function that are neither local variables nor parameters of that function. The term non-local variable is often a synonym in this context.
An instance of a variable symbol is bound, in contrast, if the value of that variable symbol has been bound to a specific value or range of values in the domain of discourse or universe. This may be achieved through the use of logical quantifiers, variable-binding operators, or an explicit statement of allowed values for the variable (such as, "...where is a positive integer".) A variable symbol overall is bound if at least one occurrence of it is bound.pp.142--143 Since the same variable symbol may appear in multiple places in an expression, some occurrences of the variable symbol may be free while others are bound,p.78 hence "free" and "bound" are at first defined for occurrences and then generalized over all occurrences of said variable symbol in the expression. However it is done, the variable ceases to be an independent variable on which the value of the expression depends, whether that value be a truth value or the numerical result of a calculation, or, more generally, an element of an image set of a function.
While the domain of discourse in many contexts is understood, when an explicit range of values for the bound variable has not been given, it may be necessary to specify the domain in order to properly evaluate the expression. For example, consider the following expression in which both variables are bound by logical quantifiers:
This expression evaluates to false if the domain of and is the real numbers, but true if the domain is the complex numbers.
The term "dummy variable" is also sometimes used for a bound variable (more commonly in general mathematics than in computer science), but this should not be confused with the identically named but unrelated concept of dummy variable as used in statistics, most commonly in regression analysis.p.17
Examples
Before stating a precise definition of free variable and bound variable, the following are some examples that perhaps make these two concepts clearer than the definition would:
In the expression
n is a free variable and k is a bound variable; consequently the value of this expression depends on the value of n, but there is nothing called k on which it could depend.
In the expression
y is a free variable and x is a bound variable; consequently the value of this expression depends on the value of y, but there is nothing called x on which it could depend.
In the expression
x is a free variable and h is a bound variable; consequently the value of this expression depends on the value of x, but there is nothing called h on which it could depend.
In the expression
z is a free variable and x and y are bound variables, associated with logical quantifiers; consequently the logical value of this expression depends on the value of z, but there is nothing called x or y on which it could depend.
More widely, in most proofs, bound variables are used. For example, the following proof shows that all squares of positive even integers are divisible by
- Let
be a positive even integer. Then there is an integer
such that
. Since
, we have
divisible by
not only k but also n have been used as bound variables as a whole in the proof.
Variable-binding operators
The following
are some common variable-binding operators. Each of them binds the variable x for some set S.
Many of these are operators which act on functions of the bound variable. In more complicated contexts, such notations can become awkward and confusing. It can be useful to switch to notations which make the binding explicit, such as
for sums or
for differentiation.
Formal explanation
![image](https://www.english.nina.az/wikipedia/image/aHR0cHM6Ly93d3cuZW5nbGlzaC5uaW5hLmF6L3dpa2lwZWRpYS9pbWFnZS9hSFIwY0hNNkx5OTFjR3h2WVdRdWQybHJhVzFsWkdsaExtOXlaeTkzYVd0cGNHVmthV0V2WTI5dGJXOXVjeTkwYUhWdFlpOHlMekpoTDBKcGJtRnllVjl0WVhSb1gyVjRjSEpsYzNOcGIyNWZkSEpsWlM1emRtY3ZNakl3Y0hndFFtbHVZWEo1WDIxaGRHaGZaWGh3Y21WemMybHZibDkwY21WbExuTjJaeTV3Ym1jPS5wbmc=.png)
Variable-binding mechanisms occur in different contexts in mathematics, logic and computer science. In all cases, however, they are purely syntactic properties of expressions and variables in them. For this section we can summarize syntax by identifying an expression with a tree whose leaf nodes are variables, constants, function constants or predicate constants and whose non-leaf nodes are logical operators. This expression can then be determined by doing an inorder traversal of the tree. Variable-binding operators are logical operators that occur in almost every formal language. A binding operator Q takes two arguments: a variable v and an expression P, and when applied to its arguments produces a new expression Q(v, P). The meaning of binding operators is supplied by the semantics of the language and does not concern us here.
Variable binding relates three things: a variable v, a location a for that variable in an expression and a non-leaf node n of the form Q(v, P). Note: we define a location in an expression as a leaf node in the syntax tree. Variable binding occurs when that location is below the node n.
In the lambda calculus, x
is a bound variable in the term M = λx. T
and a free variable in the term T
. We say x
is bound in M
and free in T
. If T
contains a subterm λx. U
then x
is rebound in this term. This nested, inner binding of x
is said to "shadow" the outer binding. Occurrences of x
in U
are free occurrences of the new x
.
Variables bound at the top level of a program are technically free variables within the terms to which they are bound but are often treated specially because they can be compiled as fixed addresses. Similarly, an identifier bound to a recursive function is also technically a free variable within its own body but is treated specially.
A closed term is one containing no free variables.
Function expressions
To give an example from mathematics, consider an expression which defines a function
where t is an expression. t may contain some, all or none of the x1, …, xn and it may contain other variables. In this case we say that function definition binds the variables x1, …, xn.
In this manner, function definition expressions of the kind shown above can be thought of as the variable binding operator, analogous to the lambda expressions of lambda calculus. Other binding operators, like the summation sign, can be thought of as higher-order functions applying to a function. So, for example, the expression
could be treated as a notation for
where is an operator with two parameters—a one-parameter function, and a set to evaluate that function over. The other operators listed above can be expressed in similar ways; for example, the universal quantifier
can be thought of as an operator that evaluates to the logical conjunction of the Boolean-valued function P applied over the (possibly infinite) set S.
Natural language
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When analyzed in formal semantics, natural languages can be seen to have free and bound variables. In English, personal pronouns like he, she, they, etc. can act as free variables.
- Lisa found her book.
In the sentence above, the possessive pronoun her is a free variable. It may refer to the previously mentioned Lisa or to any other female. In other words, her book could be referring to Lisa's book (an instance of coreference) or to a book that belongs to a different female (e.g. Jane's book). Whoever the referent of her is can be established according to the situational (i.e. pragmatic) context. The identity of the referent can be shown using coindexing subscripts where i indicates one referent and j indicates a second referent (different from i). Thus, the sentence Lisa found her book has the following interpretations:
- Lisai found heri book. (interpretation #1: her = of Lisa)
- Lisai found herj book. (interpretation #2: her = of a female that is not Lisa)
The distinction is not purely of academic interest, as some languages do actually have different forms for heri and herj: for example, Norwegian and Swedish translate coreferent heri as sin and noncoreferent herj as hennes.
English does allow specifying coreference, but it is optional, as both interpretations of the previous example are valid (the ungrammatical interpretation is indicated with an asterisk):
- Lisai found heri own book. (interpretation #1: her = of Lisa)
- *Lisai found herj own book. (interpretation #2: her = of a female that is not Lisa)
However, reflexive pronouns, such as himself, herself, themselves, etc., and reciprocal pronouns, such as each other, act as bound variables. In a sentence like the following:
- Jane hurt herself.
the reflexive herself can only refer to the previously mentioned antecedent, in this case Jane, and can never refer to a different female person. In this example, the variable herself is bound to the noun Jane that occurs in subject position. Indicating the coindexation, the first interpretation with Jane and herself coindexed is permissible, but the other interpretation where they are not coindexed is ungrammatical:
- Janei hurt herselfi. (interpretation #1: herself = Jane)
- *Janei hurt herselfj. (interpretation #2: herself = a female that is not Jane)
The coreference binding can be represented using a lambda expression as mentioned in the previous Formal explanation section. The sentence with the reflexive could be represented as
- (λx.x hurt x)Jane
in which Jane is the subject referent argument and λx.x hurt x is the predicate function (a lambda abstraction) with the lambda notation and x indicating both the semantic subject and the semantic object of sentence as being bound. This returns the semantic interpretation JANE hurt JANE with JANE being the same person.
Pronouns can also behave in a different way. In the sentence below
- Ashley hit her.
the pronoun her can only refer to a female that is not Ashley. This means that it can never have a reflexive meaning equivalent to Ashley hit herself. The grammatical and ungrammatical interpretations are:
- *Ashleyi hit heri. (interpretation #1: her = Ashley)
- Ashleyi hit herj. (interpretation #2: her = a female that is not Ashley)
The first interpretation is impossible. Only the second interpretation is permitted by the grammar.
Thus, it can be seen that reflexives and reciprocals are bound variables (known technically as anaphors) while true pronouns are free variables in some grammatical structures but variables that cannot be bound in other grammatical structures. The binding phenomena found in natural languages was particularly important to the syntactic government and binding theory (see also: Binding (linguistics)).
See also
- Closure (computer science)
- Combinatory logic
- Lambda lifting
- Name binding
- Scope (programming)
- Scope (logic)
References
- W. V. O. Quine, Mathematical Logic (1981). Harvard University Press, 0-674-55451-5.
- Robert S. Wolf, A Tour through Mathematical Logic (2005). 978-0-88385-036-7
- Thompson 1991, p. 33.
Further reading
- Gowers, Timothy; Barrow-Green, June; Leader, Imre, eds. (2008). The Princeton Companion to Mathematics. Princeton, New Jersey: Princeton University Press. pp. 15–16. doi:10.1515/9781400830398. ISBN 978-0-691-11880-2. JSTOR j.ctt7sd01. LCCN 2008020450. MR 2467561. OCLC 227205932. OL 19327100M. Zbl 1242.00016.
This article needs additional citations for verification Please help improve this article by adding citations to reliable sources Unsourced material may be challenged and removed Find sources Free variables and bound variables news newspapers books scholar JSTOR December 2008 Learn how and when to remove this message In mathematics and in other disciplines involving formal languages including mathematical logic and computer science a variable may be said to be either free or bound Some older books use the terms real variable and apparent variable for free variable and bound variable respectively A free variable is a notation symbol that specifies places in an expression where substitution may take place and is not a parameter of this or any container expression The idea is related to a placeholder a symbol that will later be replaced by some value or a wildcard character that stands for an unspecified symbol In computer programming the term free variable refers to variables used in a function that are neither local variables nor parameters of that function The term non local variable is often a synonym in this context An instance of a variable symbol is bound in contrast if the value of that variable symbol has been bound to a specific value or range of values in the domain of discourse or universe This may be achieved through the use of logical quantifiers variable binding operators or an explicit statement of allowed values for the variable such as where n displaystyle n is a positive integer A variable symbol overall is bound if at least one occurrence of it is bound pp 142 143 Since the same variable symbol may appear in multiple places in an expression some occurrences of the variable symbol may be free while others are bound p 78 hence free and bound are at first defined for occurrences and then generalized over all occurrences of said variable symbol in the expression However it is done the variable ceases to be an independent variable on which the value of the expression depends whether that value be a truth value or the numerical result of a calculation or more generally an element of an image set of a function While the domain of discourse in many contexts is understood when an explicit range of values for the bound variable has not been given it may be necessary to specify the domain in order to properly evaluate the expression For example consider the following expression in which both variables are bound by logical quantifiers y x x y displaystyle forall y exists x left x sqrt y right This expression evaluates to false if the domain of x displaystyle x and y displaystyle y is the real numbers but true if the domain is the complex numbers The term dummy variable is also sometimes used for a bound variable more commonly in general mathematics than in computer science but this should not be confused with the identically named but unrelated concept of dummy variable as used in statistics most commonly in regression analysis p 17ExamplesBefore stating a precise definition of free variable and bound variable the following are some examples that perhaps make these two concepts clearer than the definition would In the expression k 110f k n displaystyle sum k 1 10 f k n n is a free variable and k is a bound variable consequently the value of this expression depends on the value of n but there is nothing called k on which it could depend In the expression 0 xy 1e xdx displaystyle int 0 infty x y 1 e x dx y is a free variable and x is a bound variable consequently the value of this expression depends on the value of y but there is nothing called x on which it could depend In the expression limh 0f x h f x h displaystyle lim h rightarrow 0 frac f x h f x h x is a free variable and h is a bound variable consequently the value of this expression depends on the value of x but there is nothing called h on which it could depend In the expression x y f x y z displaystyle forall x exists y Big varphi x y z Big z is a free variable and x and y are bound variables associated with logical quantifiers consequently the logical value of this expression depends on the value of z but there is nothing called x or y on which it could depend More widely in most proofs bound variables are used For example the following proof shows that all squares of positive even integers are divisible by 4 displaystyle 4 Let n displaystyle n be a positive even integer Then there is an integer k displaystyle k such that n 2k displaystyle n 2k Since n2 4k2 displaystyle n 2 4k 2 we have n2 displaystyle n 2 divisible by 4 displaystyle 4 not only k but also n have been used as bound variables as a whole in the proof Variable binding operators The following x S x S 0 dxlimx 0 x x displaystyle sum x in S quad quad prod x in S quad quad int 0 infty cdots dx quad quad lim x to 0 quad quad forall x quad quad exists x are some common variable binding operators Each of them binds the variable x for some set S Many of these are operators which act on functions of the bound variable In more complicated contexts such notations can become awkward and confusing It can be useful to switch to notations which make the binding explicit such as 1 10 k f k n displaystyle sum 1 ldots 10 left k mapsto f k n right for sums or D x x2 2x 1 displaystyle D left x mapsto x 2 2x 1 right for differentiation Formal explanationTree summarizing the syntax of the expression x yA x B z displaystyle forall x exists y A x vee B z Variable binding mechanisms occur in different contexts in mathematics logic and computer science In all cases however they are purely syntactic properties of expressions and variables in them For this section we can summarize syntax by identifying an expression with a tree whose leaf nodes are variables constants function constants or predicate constants and whose non leaf nodes are logical operators This expression can then be determined by doing an inorder traversal of the tree Variable binding operators are logical operators that occur in almost every formal language A binding operator Q takes two arguments a variable v and an expression P and when applied to its arguments produces a new expression Q v P The meaning of binding operators is supplied by the semantics of the language and does not concern us here Variable binding relates three things a variable v a location a for that variable in an expression and a non leaf node n of the form Q v P Note we define a location in an expression as a leaf node in the syntax tree Variable binding occurs when that location is below the node n In the lambda calculus x is a bound variable in the term M lx T and a free variable in the term T We say x is bound in M and free in T If T contains a subterm lx U then x is rebound in this term This nested inner binding of x is said to shadow the outer binding Occurrences of x in U are free occurrences of the new x Variables bound at the top level of a program are technically free variables within the terms to which they are bound but are often treated specially because they can be compiled as fixed addresses Similarly an identifier bound to a recursive function is also technically a free variable within its own body but is treated specially A closed term is one containing no free variables Function expressions To give an example from mathematics consider an expression which defines a function f x1 xn t displaystyle f left x 1 ldots x n mapsto t right where t is an expression t may contain some all or none of the x1 xn and it may contain other variables In this case we say that function definition binds the variables x1 xn In this manner function definition expressions of the kind shown above can be thought of as the variable binding operator analogous to the lambda expressions of lambda calculus Other binding operators like the summation sign can be thought of as higher order functions applying to a function So for example the expression x Sx2 displaystyle sum x in S x 2 could be treated as a notation for S x x2 displaystyle sum S x mapsto x 2 where Sf displaystyle sum S f is an operator with two parameters a one parameter function and a set to evaluate that function over The other operators listed above can be expressed in similar ways for example the universal quantifier x S P x displaystyle forall x in S P x can be thought of as an operator that evaluates to the logical conjunction of the Boolean valued function P applied over the possibly infinite set S Natural languageThis section has multiple issues Please help improve it or discuss these issues on the talk page Learn how and when to remove these messages This section does not cite any sources Please help improve this section by adding citations to reliable sources Unsourced material may be challenged and removed March 2023 Learn how and when to remove this message This section needs expansion You can help by adding to it December 2008 Learn how and when to remove this message When analyzed in formal semantics natural languages can be seen to have free and bound variables In English personal pronouns like he she they etc can act as free variables Lisa found her book In the sentence above the possessive pronoun her is a free variable It may refer to the previously mentioned Lisa or to any other female In other words her book could be referring to Lisa s book an instance of coreference or to a book that belongs to a different female e g Jane s book Whoever the referent of her is can be established according to the situational i e pragmatic context The identity of the referent can be shown using coindexing subscripts where i indicates one referent and j indicates a second referent different from i Thus the sentence Lisa found her book has the following interpretations Lisai found heri book interpretation 1 her of Lisa Lisai found herj book interpretation 2 her of a female that is not Lisa The distinction is not purely of academic interest as some languages do actually have different forms for heri and herj for example Norwegian and Swedish translate coreferent heri as sin and noncoreferent herj as hennes English does allow specifying coreference but it is optional as both interpretations of the previous example are valid the ungrammatical interpretation is indicated with an asterisk Lisai found heri own book interpretation 1 her of Lisa Lisai found herj own book interpretation 2 her of a female that is not Lisa However reflexive pronouns such as himself herself themselves etc and reciprocal pronouns such as each other act as bound variables In a sentence like the following Jane hurt herself the reflexive herself can only refer to the previously mentioned antecedent in this case Jane and can never refer to a different female person In this example the variable herself is bound to the noun Jane that occurs in subject position Indicating the coindexation the first interpretation with Jane and herself coindexed is permissible but the other interpretation where they are not coindexed is ungrammatical Janei hurt herselfi interpretation 1 herself Jane Janei hurt herselfj interpretation 2 herself a female that is not Jane The coreference binding can be represented using a lambda expression as mentioned in the previous Formal explanation section The sentence with the reflexive could be represented as lx x hurt x Jane in which Jane is the subject referent argument and lx x hurt x is the predicate function a lambda abstraction with the lambda notation and x indicating both the semantic subject and the semantic object of sentence as being bound This returns the semantic interpretation JANE hurt JANE with JANE being the same person Pronouns can also behave in a different way In the sentence below Ashley hit her the pronoun her can only refer to a female that is not Ashley This means that it can never have a reflexive meaning equivalent to Ashley hit herself The grammatical and ungrammatical interpretations are Ashleyi hit heri interpretation 1 her Ashley Ashleyi hit herj interpretation 2 her a female that is not Ashley The first interpretation is impossible Only the second interpretation is permitted by the grammar Thus it can be seen that reflexives and reciprocals are bound variables known technically as anaphors while true pronouns are free variables in some grammatical structures but variables that cannot be bound in other grammatical structures The binding phenomena found in natural languages was particularly important to the syntactic government and binding theory see also Binding linguistics See alsoClosure computer science Combinatory logic Lambda lifting Name binding Scope programming Scope logic ReferencesW V O Quine Mathematical Logic 1981 Harvard University Press 0 674 55451 5 Robert S Wolf A Tour through Mathematical Logic 2005 978 0 88385 036 7 Thompson 1991 p 33 Thompson Simon 1991 Type theory and functional programming Wokingham England Addison Wesley ISBN 0201416670 OCLC 23287456 Wolf Robert S 2005 A Tour through Mathematical Logic Vol 30 Mathematical Association of America ISBN 978 0 88385 042 8 JSTOR 10 4169 j ctt5hh94h Further readingGowers Timothy Barrow Green June Leader Imre eds 2008 The Princeton Companion to Mathematics Princeton New Jersey Princeton University Press pp 15 16 doi 10 1515 9781400830398 ISBN 978 0 691 11880 2 JSTOR j ctt7sd01 LCCN 2008020450 MR 2467561 OCLC 227205932 OL 19327100M Zbl 1242 00016