In
mathematics
Mathematics is a field of study that discovers and organizes methods, Mathematical theory, theories and theorems that are developed and Mathematical proof, proved for the needs of empirical sciences and mathematics itself. There are many ar ...
and
theoretical computer science
Theoretical computer science is a subfield of computer science and mathematics that focuses on the Abstraction, abstract and mathematical foundations of computation.
It is difficult to circumscribe the theoretical areas precisely. The Associati ...
, a type theory is the
formal presentation of a specific
type system
In computer programming, a type system is a logical system comprising a set of rules that assigns a property called a ''type'' (for example, integer, floating point, string) to every '' term'' (a word, phrase, or other set of symbols). Usu ...
. Type theory is the academic study of type systems.
Some type theories serve as alternatives to
set theory
Set theory is the branch of mathematical logic that studies Set (mathematics), sets, which can be informally described as collections of objects. Although objects of any kind can be collected into a set, set theory – as a branch of mathema ...
as a
foundation of mathematics
Foundations of mathematics are the logical and mathematical framework that allows the development of mathematics without generating self-contradictory theories, and to have reliable concepts of theorems, proofs, algorithms, etc. in particul ...
. Two influential type theories that have been proposed as foundations are:
*
Typed λ-calculus of
Alonzo Church
Alonzo Church (June 14, 1903 – August 11, 1995) was an American computer scientist, mathematician, logician, and philosopher who made major contributions to mathematical logic and the foundations of theoretical computer science. He is bes ...
*
Intuitionistic type theory
Intuitionistic type theory (also known as constructive type theory, or Martin-Löf type theory (MLTT)) is a type theory and an alternative foundation of mathematics.
Intuitionistic type theory was created by Per Martin-Löf, a Swedish mathematicia ...
of
Per Martin-Löf
Per Erik Rutger Martin-Löf (; ; born 8 May 1942) is a Sweden, Swedish logician, philosopher, and mathematical statistics, mathematical statistician. He is internationally renowned for his work on the foundations of probability, statistics, mathe ...
Most
computerized proof-writing systems use a type theory for
their foundation. A common one is
Thierry Coquand
Thierry Coquand (; born 18 April 1961) is a French computer scientist and mathematician who is currently a professor of computer science at the University of Gothenburg, having previously worked at INRIA. He is known for his work in constructive ...
's
Calculus of Inductive Constructions.
History
Type theory was created to avoid
paradox
A paradox is a logically self-contradictory statement or a statement that runs contrary to one's expectation. It is a statement that, despite apparently valid reasoning from true or apparently true premises, leads to a seemingly self-contradictor ...
es in
naive set theory
Naive set theory is any of several theories of sets used in the discussion of the foundations of mathematics.
Unlike axiomatic set theories, which are defined using formal logic, naive set theory is defined informally, in natural language. It de ...
and
formal logic
Logic is the study of correct reasoning. It includes both formal and informal logic. Formal logic is the study of deductively valid inferences or logical truths. It examines how conclusions follow from premises based on the structure o ...
, such as
Russell's paradox
In mathematical logic, Russell's paradox (also known as Russell's antinomy) is a set-theoretic paradox published by the British philosopher and mathematician, Bertrand Russell, in 1901. Russell's paradox shows that every set theory that contains ...
which demonstrates that, without proper axioms, it is possible to define the set of all sets that are not members of themselves; this set both contains itself and does not contain itself. Between 1902 and 1908,
Bertrand Russell
Bertrand Arthur William Russell, 3rd Earl Russell, (18 May 1872 – 2 February 1970) was a British philosopher, logician, mathematician, and public intellectual. He had influence on mathematics, logic, set theory, and various areas of analytic ...
proposed various solutions to this problem.
By 1908, Russell arrived at a
ramified theory of types together with an
axiom of reducibility
The axiom of reducibility was introduced by Bertrand Russell in the early 20th century as part of his ramified theory of types. Russell devised and introduced the axiom in an attempt to manage the contradictions he had discovered in his analysis ...
, both of which appeared in
Whitehead and
Russell's ''
Principia Mathematica
The ''Principia Mathematica'' (often abbreviated ''PM'') is a three-volume work on the foundations of mathematics written by the mathematician–philosophers Alfred North Whitehead and Bertrand Russell and published in 1910, 1912, and 1 ...
'' published in 1910, 1912, and 1913. This system avoided contradictions suggested in Russell's paradox by creating a hierarchy of types and then assigning each concrete mathematical entity to a specific type. Entities of a given type were built exclusively of
subtypes of that type, thus preventing an entity from being defined using itself. This resolution of Russell's paradox is similar to approaches taken in other formal systems, such as
Zermelo-Fraenkel set theory.
[''Stanford Encyclopedia of Philosophy']
(rev. Mon Oct 12, 2020) Russell’s Paradox
3. Early Responses to the Paradox
Type theory is particularly popular in conjunction with
Alonzo Church
Alonzo Church (June 14, 1903 – August 11, 1995) was an American computer scientist, mathematician, logician, and philosopher who made major contributions to mathematical logic and the foundations of theoretical computer science. He is bes ...
's
lambda calculus
In mathematical logic, the lambda calculus (also written as ''λ''-calculus) is a formal system for expressing computability, computation based on function Abstraction (computer science), abstraction and function application, application using var ...
. One notable early example of type theory is Church's
simply typed lambda calculus
The simply typed lambda calculus (), a form
of type theory, is a typed interpretation of the lambda calculus with only one type constructor () that builds function types. It is the canonical and simplest example of a typed lambda calculus. The ...
. Church's theory of types
helped the formal system avoid the
Kleene–Rosser paradox
In mathematics, the Kleene–Rosser paradox is a paradox that shows that certain systems of formal logic are inconsistent, in particular the version of Haskell Curry's combinatory logic introduced in 1930, and Alonzo Church's original lambda ...
that afflicted the original untyped lambda calculus. Church demonstrated that it could serve as a
foundation of mathematics
Foundations of mathematics are the logical and mathematical framework that allows the development of mathematics without generating self-contradictory theories, and to have reliable concepts of theorems, proofs, algorithms, etc. in particul ...
and it was referred to as a
higher-order logic
In mathematics and logic, a higher-order logic (abbreviated HOL) is a form of logic that is distinguished from first-order logic by additional quantifiers and, sometimes, stronger semantics. Higher-order logics with their standard semantics are m ...
.
In the modern literature, "type theory" refers to a typed system based around lambda calculus. One influential system is
Per Martin-Löf
Per Erik Rutger Martin-Löf (; ; born 8 May 1942) is a Sweden, Swedish logician, philosopher, and mathematical statistics, mathematical statistician. He is internationally renowned for his work on the foundations of probability, statistics, mathe ...
's
intuitionistic type theory
Intuitionistic type theory (also known as constructive type theory, or Martin-Löf type theory (MLTT)) is a type theory and an alternative foundation of mathematics.
Intuitionistic type theory was created by Per Martin-Löf, a Swedish mathematicia ...
, which was proposed as a foundation for
constructive mathematics
In the philosophy of mathematics, constructivism asserts that it is necessary to find (or "construct") a specific example of a mathematical object in order to prove that an example exists. Contrastingly, in classical mathematics, one can prove th ...
. Another is
Thierry Coquand
Thierry Coquand (; born 18 April 1961) is a French computer scientist and mathematician who is currently a professor of computer science at the University of Gothenburg, having previously worked at INRIA. He is known for his work in constructive ...
's
calculus of constructions
In mathematical logic and computer science, the calculus of constructions (CoC) is a type theory created by Thierry Coquand. It can serve as both a typed programming language and as constructive foundation for mathematics. For this second reaso ...
, which is used as the foundation by
Rocq (previously known as ''Coq''),
Lean, and other computer
proof assistants
In computer science and mathematical logic, a proof assistant or interactive theorem prover is a software tool to assist with the development of formal proofs by human–machine collaboration. This involves some sort of interactive proof edi ...
. Type theory is an active area of research, one direction being the development of
homotopy type theory
In mathematical logic and computer science, homotopy type theory (HoTT) refers to various lines of development of intuitionistic type theory, based on the interpretation of types as objects to which the intuition of (abstract) homotopy theory ap ...
.
Applications
Mathematical foundations
The first computer proof assistant, called
Automath, used type theory to encode mathematics on a computer. Martin-Löf specifically developed
intuitionistic type theory
Intuitionistic type theory (also known as constructive type theory, or Martin-Löf type theory (MLTT)) is a type theory and an alternative foundation of mathematics.
Intuitionistic type theory was created by Per Martin-Löf, a Swedish mathematicia ...
to encode ''all'' mathematics to serve as a new foundation for mathematics. There is ongoing research into mathematical foundations using
homotopy type theory
In mathematical logic and computer science, homotopy type theory (HoTT) refers to various lines of development of intuitionistic type theory, based on the interpretation of types as objects to which the intuition of (abstract) homotopy theory ap ...
.
Mathematicians working in
category theory
Category theory is a general theory of mathematical structures and their relations. It was introduced by Samuel Eilenberg and Saunders Mac Lane in the middle of the 20th century in their foundational work on algebraic topology. Category theory ...
already had difficulty working with the widely accepted foundation of
Zermelo–Fraenkel set theory
In set theory, Zermelo–Fraenkel set theory, named after mathematicians Ernst Zermelo and Abraham Fraenkel, is an axiomatic system that was proposed in the early twentieth century in order to formulate a theory of sets free of paradoxes suc ...
. This led to proposals such as Lawvere's
Elementary Theory of the Category of Sets
Elementary may refer to:
Arts, entertainment, and media Music
* ''Elementary'' (Cindy Morgan album), 2001
* ''Elementary'' (The End album), 2007
* ''Elementary'', a Melvin "Wah-Wah Watson" Ragin album, 1977
Other uses in arts, entertainment, a ...
(ETCS). Homotopy type theory continues in this line using type theory. Researchers are exploring connections between dependent types (especially the identity type) and
algebraic topology
Algebraic topology is a branch of mathematics that uses tools from abstract algebra to study topological spaces. The basic goal is to find algebraic invariant (mathematics), invariants that classification theorem, classify topological spaces up t ...
(specifically
homotopy
In topology, two continuous functions from one topological space to another are called homotopic (from and ) if one can be "continuously deformed" into the other, such a deformation being called a homotopy ( ; ) between the two functions. ...
).
Proof assistants
Much of the current research into type theory is driven by
proof checkers, interactive
proof assistant
In computer science and mathematical logic, a proof assistant or interactive theorem prover is a software tool to assist with the development of formal proofs by human–machine collaboration. This involves some sort of interactive proof edi ...
s, and
automated theorem provers. Most of these systems use a type theory as the mathematical foundation for encoding proofs, which is not surprising, given the close connection between type theory and programming languages:
*
LF is used by
Twelf Twelf is an implementation of the logical framework LF developed by Frank Pfenning and Carsten Schürmann at Carnegie Mellon University. It is used for logic programming and for the formalization of programming language theory.
Introduction
At ...
, often to define other type theories;
* many type theories which fall under
higher-order logic
In mathematics and logic, a higher-order logic (abbreviated HOL) is a form of logic that is distinguished from first-order logic by additional quantifiers and, sometimes, stronger semantics. Higher-order logics with their standard semantics are m ...
are used by the
HOL family of provers and
PVS;
* computational type theory is used by
NuPRL;
*
calculus of constructions
In mathematical logic and computer science, the calculus of constructions (CoC) is a type theory created by Thierry Coquand. It can serve as both a typed programming language and as constructive foundation for mathematics. For this second reaso ...
and its derivatives are used by
Rocq (previously known as ''Coq''),
Matita
Matita
is an experimental proof assistant under development at the Computer Science Department of the University of Bologna. It is a tool aiding the development of formal proofs by man–machine collaboration, providing a programming environment ...
, and
Lean;
* UTT (Luo's Unified Theory of dependent Types) is used by
Agda which is both a programming language and proof assistant
Many type theories are supported by
LEGO
Lego (, ; ; stylised as LEGO) is a line of plastic construction toys manufactured by the Lego Group, a privately held company based in Billund, Denmark. Lego consists of variously coloured interlocking plastic bricks made of acrylonitri ...
and
Isabelle
Isabel is a female name of Iberian origin. Isabelle is a name that is similar, but it is of French origin. It originates as the medieval Spanish form of '' Elisabeth'' (ultimately Hebrew ''Elisheba''). Arising in the 12th century, it became popul ...
. Isabelle also supports foundations besides type theories, such as
ZFC.
Mizar
Mizar is a second-magnitude star in the handle of the Big Dipper asterism in the constellation of Ursa Major. It has the Bayer designation ζ Ursae Majoris ( Latinised as Zeta Ursae Majoris). It forms a well-known naked eye d ...
is an example of a proof system that only supports set theory.
Programming languages
Any
static program analysis
In computer science, static program analysis (also known as static analysis or static simulation) is the analysis of computer programs performed without executing them, in contrast with dynamic program analysis, which is performed on programs duri ...
, such as the type checking algorithms in the
semantic analysis phase of
compiler
In computing, a compiler is a computer program that Translator (computing), translates computer code written in one programming language (the ''source'' language) into another language (the ''target'' language). The name "compiler" is primaril ...
, has a connection to type theory. A prime example is
Agda, a programming language which uses UTT (Luo's Unified Theory of dependent Types) for its type system.
The programming language
ML was developed for manipulating type theories (see
LCF) and its own type system was heavily influenced by them.
Linguistics
Type theory is also widely used in
formal theories of semantics of
natural language
A natural language or ordinary language is a language that occurs naturally in a human community by a process of use, repetition, and change. It can take different forms, typically either a spoken language or a sign language. Natural languages ...
s, especially
Montague grammar
Montague grammar is an approach to natural language semantics, named after American logician Richard Montague. The Montague grammar is based on mathematical logic, especially higher-order predicate logic and lambda calculus, and makes use of th ...
and its descendants. In particular,
categorial grammars and
pregroup grammars extensively use type constructors to define the types (''noun'', ''verb'', etc.) of words.
The most common construction takes the basic types
and
for individuals and
truth-value
In logic and mathematics, a truth value, sometimes called a logical value, is a value indicating the relation of a proposition to truth, which in classical logic has only two possible values ('' true'' or '' false''). Truth values are used in c ...
s, respectively, and defines the set of types recursively as follows:
* if
and
are types, then so is
;
* nothing except the basic types, and what can be constructed from them by means of the previous clause are types.
A complex type
is the type of
functions from entities of type
to entities of type
. Thus one has types like
which are interpreted as elements of the set of functions from entities to truth-values, i.e.
indicator function
In mathematics, an indicator function or a characteristic function of a subset of a set is a function that maps elements of the subset to one, and all other elements to zero. That is, if is a subset of some set , then the indicator functio ...
s of sets of entities. An expression of type
is a function from sets of entities to truth-values, i.e. a (indicator function of a) set of sets. This latter type is standardly taken to be the type of
natural language quantifiers, like '' everybody'' or ''nobody'' (
Montague 1973,
Barwise and Cooper 1981).
Type theory with records is a
formal semantics representation framework, using ''
records'' to express ''type theory types''. It has been used in
natural language processing
Natural language processing (NLP) is a subfield of computer science and especially artificial intelligence. It is primarily concerned with providing computers with the ability to process data encoded in natural language and is thus closely related ...
, principally
computational semantics
Computational semantics is the study of how to automate the process of constructing and reasoning with semantics, meaning representations of natural language expressions. It consequently plays an important role in natural language processing, nat ...
and
dialogue systems.
Social sciences
Gregory Bateson
Gregory Bateson (9 May 1904 – 4 July 1980) was an English anthropology, anthropologist, social sciences, social scientist, linguistics, linguist, visual anthropology, visual anthropologist, semiotics, semiotician, and cybernetics, cybernetici ...
introduced a theory of logical types into the social sciences; his notions of
double bind
A double bind is a dilemma in communication in which an individual (or group) receives two or more mutually conflicting messages. In some scenarios (such as within families or romantic relationships), this can be emotionally distressing, creati ...
and logical levels are based on Russell's theory of types.
Logic
A type theory is a
mathematical logic
Mathematical logic is the study of Logic#Formal logic, formal logic within mathematics. Major subareas include model theory, proof theory, set theory, and recursion theory (also known as computability theory). Research in mathematical logic com ...
, which is to say it is a collection of
rules of inference
Rules of inference are ways of deriving conclusions from premises. They are integral parts of formal logic, serving as norms of the logical structure of valid arguments. If an argument with true premises follows a rule of inference then the c ...
that result in
judgment
Judgement (or judgment) is the evaluation of given circumstances to make a decision. Judgement is also the ability to make considered decisions.
In an informal context, a judgement is opinion expressed as fact. In the context of a legal trial ...
s. Most logics have judgments asserting "The
proposition
A proposition is a statement that can be either true or false. It is a central concept in the philosophy of language, semantics, logic, and related fields. Propositions are the object s denoted by declarative sentences; for example, "The sky ...
is true", or "The
formula
In science, a formula is a concise way of expressing information symbolically, as in a mathematical formula or a ''chemical formula''. The informal use of the term ''formula'' in science refers to the general construct of a relationship betwe ...
is a
well-formed formula
In mathematical logic, propositional logic and predicate logic, a well-formed formula, abbreviated WFF or wff, often simply formula, is a finite sequence of symbols from a given alphabet that is part of a formal language.
The abbreviation wf ...
".
A type theory has judgments that define types and assign them to a collection of formal objects, known as terms. A term and its type are often written together as
.
Terms
A
term in logic is
recursively defined as a
constant symbol
In logic, a logical constant or constant symbol of a language \mathcal is a symbol that has the same semantic value under every interpretation of \mathcal. Two important types of logical constants are logical connectives and quantifiers. The eq ...
,
variable, or a
function application
In mathematics, function application is the act of applying a function to an argument from its domain so as to obtain the corresponding value from its range. In this sense, function application can be thought of as the opposite of function abs ...
, where a term is applied to another term. Constant symbols could include the natural number
, the Boolean value
, and functions such as the
successor function
In mathematics, the successor function or successor operation sends a natural number to the next one. The successor function is denoted by ''S'', so ''S''(''n'') = ''n'' +1. For example, ''S''(1) = 2 and ''S''(2) = 3. The successor functio ...
and
conditional operator . Thus some terms could be
,
,
, and
.
Judgments
Most type theories have 4 judgments:
* "
is a type"
* "
is a term of type
"
* "Type
is equal to type
"
* "Terms
and
both of type
are equal"
Judgments may follow from assumptions. For example, one might say "assuming
is a term of type
and
is a term of type
, it follows that
is a term of type
". Such judgments are formally written with the
turnstile symbol
In mathematical logic and computer science the symbol ⊢ (\vdash) has taken the name turnstile because of its resemblance to a typical turnstile. It is also referred to as tee and is often read as "yields", "proves", "satisfies" or "entails". I ...
.
If there are no assumptions, there will be nothing to the left of the turnstile.
The list of assumptions on the left is the ''context'' of the judgment. Capital greek letters, such as
and
, are common choices to represent some or all of the assumptions. The 4 different judgments are thus usually written as follows.
Some textbooks use a triple equal sign
to stress that this is
judgmental equality and thus an
extrinsic
In science and engineering, an intrinsic property is a property of a specified subject that exists itself or within the subject. An extrinsic property is not essential or inherent to the subject that is being characterized. For example, mass i ...
notion of equality.
The judgments enforce that every term has a type. The type will restrict which rules can be applied to a term.
Rules of Inference
A type theory's
inference rules
Rules of inference are ways of deriving conclusions from premises. They are integral parts of formal logic, serving as norms of the logical structure of valid arguments. If an argument with true premises follows a rule of inference then the c ...
say what judgments can be made, based on the existence of other judgments. Rules are expressed as a
Gentzen-style
deduction using a horizontal line, with the required input judgments above the line and the resulting judgment below the line. For example, the following inference rule states a
substitution rule for judgmental equality.
The rules are syntactic and work by
rewriting
In mathematics, computer science, and logic, rewriting covers a wide range of methods of replacing subterms of a formula with other terms. Such methods may be achieved by rewriting systems (also known as rewrite systems, rewrite engines, or reduc ...
. The
metavariables ,
,
,
, and
may actually consist of complex terms and types that contain many function applications, not just single symbols.
To generate a particular judgment in type theory, there must be a rule to generate it, as well as rules to generate all of that rule's required inputs, and so on. The applied rules form a
proof tree, where the top-most rules need no assumptions. One example of a rule that does not require any inputs is one that states the type of a constant term. For example, to assert that there is a term
of type
, one would write the following.
Type inhabitation
Generally, the desired conclusion of a proof in type theory is one of
type inhabitation In type theory, a branch of mathematical logic, in a given typed calculus, the type inhabitation problem for this calculus is the following problem: given a type \tau and a typing environment \Gamma, does there exist a \lambda-term M such that \Gam ...
.
The decision problem of type inhabitation (abbreviated by
) is:
:Given a context
and a type
, decide whether there exists a term
that can be assigned the type
in the type environment
.
Girard's paradox
In mathematical logic, System U and System U− are pure type systems, i.e. special forms of a typed lambda calculus with an arbitrary number of sorts, axioms and rules (or dependencies between the sorts).
System U was proved inconsistent by ...
shows that type inhabitation is strongly related to the
consistency
In deductive logic, a consistent theory is one that does not lead to a logical contradiction. A theory T is consistent if there is no formula \varphi such that both \varphi and its negation \lnot\varphi are elements of the set of consequences ...
of a type system with Curry–Howard correspondence. To be sound, such a system must have uninhabited types.
A type theory usually has several rules, including ones to:
* create a judgment (known as a ''context'' in this case)
* add an assumption to the context (context ''weakening'')
*
rearrange the assumptions
* use an assumption to create a variable
* define
reflexivity,
symmetry
Symmetry () in everyday life refers to a sense of harmonious and beautiful proportion and balance. In mathematics, the term has a more precise definition and is usually used to refer to an object that is Invariant (mathematics), invariant und ...
and
transitivity for judgmental equality
* define substitution for application of lambda terms
* list all the interactions of equality, such as substitution
* define a hierarchy of type universes
* assert the existence of new types
Also, for each "by rule" type, there are 4 different kinds of rules
* "type formation" rules say how to create the type
* "term introduction" rules define the canonical terms and constructor functions, like "pair" and "S".
* "term elimination" rules define the other functions like "first", "second", and "R".
* "computation" rules specify how computation is performed with the type-specific functions.
For examples of rules, an interested reader may follow Appendix A.2 of the ''Homotopy Type Theory'' book,
or read Martin-Löf's Intuitionistic Type Theory.
Connections to foundations
The logical framework of a type theory bears a resemblance to
intuitionistic
In the philosophy of mathematics, intuitionism, or neointuitionism (opposed to preintuitionism), is an approach where mathematics is considered to be purely the result of the constructive mental activity of humans rather than the discovery of f ...
, or constructive, logic. Formally, type theory is often cited as an implementation of the
Brouwer–Heyting–Kolmogorov interpretation
In mathematical logic, the Brouwer–Heyting–Kolmogorov interpretation, or BHK interpretation, is an explanation of the meaning of proof in intuitionistic logic, proposed by L. E. J. Brouwer and Arend Heyting, and independently by Andrey Kolmogor ...
of intuitionistic logic.
Additionally, connections can be made to
category theory
Category theory is a general theory of mathematical structures and their relations. It was introduced by Samuel Eilenberg and Saunders Mac Lane in the middle of the 20th century in their foundational work on algebraic topology. Category theory ...
and
computer programs
A computer program is a sequence or set of instructions in a programming language for a computer to Execution (computing), execute. It is one component of software, which also includes software documentation, documentation and other intangibl ...
.
Intuitionistic logic
When used as a foundation, certain types are interpreted to be
propositions
A proposition is a statement that can be either true or false. It is a central concept in the philosophy of language, semantics, logic, and related fields. Propositions are the object s denoted by declarative sentences; for example, "The sky ...
(statements that can be proven), and terms inhabiting the type are interpreted to be proofs of that proposition. When some types are interpreted as propositions, there is a set of common types that can be used to connect them to make a
Boolean algebra
In mathematics and mathematical logic, Boolean algebra is a branch of algebra. It differs from elementary algebra in two ways. First, the values of the variable (mathematics), variables are the truth values ''true'' and ''false'', usually denot ...
out of types. However, the logic is not
classical logic
Classical logic (or standard logic) or Frege–Russell logic is the intensively studied and most widely used class of deductive logic. Classical logic has had much influence on analytic philosophy.
Characteristics
Each logical system in this c ...
but
intuitionistic logic
Intuitionistic logic, sometimes more generally called constructive logic, refers to systems of symbolic logic that differ from the systems used for classical logic by more closely mirroring the notion of constructive proof. In particular, systems ...
, which is to say it does not have the
law of excluded middle
In logic, the law of excluded middle or the principle of excluded middle states that for every proposition, either this proposition or its negation is true. It is one of the three laws of thought, along with the law of noncontradiction and t ...
nor
double negation
In propositional logic, the double negation of a statement states that "it is not the case that the statement is not true". In classical logic, every statement is logically equivalent to its double negation, but this is not true in intuitionis ...
.
Under this intuitionistic interpretation, there are common types that act as the logical operators:
Because the law of excluded middle does not hold, there is no term of type
. Likewise, double negation does not hold, so there is no term of type
.
It is possible to include the law of excluded middle and double negation into a type theory, by rule or assumption. However, terms may not compute down to canonical terms and it will interfere with the ability to determine if two terms are judgementally equal to each other.
Constructive mathematics
Per Martin-Löf proposed his intuitionistic type theory as a foundation for
constructive mathematics
In the philosophy of mathematics, constructivism asserts that it is necessary to find (or "construct") a specific example of a mathematical object in order to prove that an example exists. Contrastingly, in classical mathematics, one can prove th ...
.
Constructive mathematics requires when proving "there exists an
with property
", one must construct a particular
and a proof that it has property
. In type theory, existence is accomplished using the dependent product type, and its proof requires a term of that type.
An example of a non-constructive proof is
proof by contradiction
In logic, proof by contradiction is a form of proof that establishes the truth or the validity of a proposition by showing that assuming the proposition to be false leads to a contradiction.
Although it is quite freely used in mathematical pr ...
. The first step is assuming that
does not exist and refuting it by contradiction. The conclusion from that step is "it is not the case that
does not exist". The last step is, by double negation, concluding that
exists. Constructive mathematics does not allow the last step of removing the double negation to conclude that
exists.
Most of the type theories proposed as foundations are constructive, and this includes most of the ones used by proof assistants. It is possible to add non-constructive features to a type theory, by rule or assumption. These include operators on continuations such as
call with current continuation. However, these operators tend to break desirable properties such as
canonicity and
parametricity
In programming language theory, parametricity is an abstract uniformity property enjoyed by parametrically polymorphic functions, which captures the intuition that all instances of a polymorphic function act the same way.
Idea
Consider this ex ...
.
Curry-Howard correspondence
The
Curry–Howard correspondence
In programming language theory and proof theory, the Curry–Howard correspondence is the direct relationship between computer programs and mathematical proofs. It is also known as the Curry–Howard isomorphism or equivalence, or the proofs-as-p ...
is the observed similarity between logics and programming languages. The implication in logic, "A
B" resembles a function from type "A" to type "B". For a variety of logics, the rules are similar to expressions in a programming language's types. The similarity goes farther, as applications of the rules resemble programs in the programming languages. Thus, the correspondence is often summarized as "proofs as programs".
The opposition of terms and types can also be viewed as one of ''implementation'' and ''specification''. By
program synthesis
In computer science, program synthesis is the task to construct a computer program, program that provably correct, provably satisfies a given high-level formal specification. In contrast to program verification, the program is to be constructed rat ...
, (the computational counterpart of) type inhabitation can be used to construct (all or parts of) programs from the specification given in the form of type information.
Type inference
Many programs that work with type theory (e.g., interactive theorem provers) also do type inferencing. It lets them select the rules that the user intends, with fewer actions by the user.
Research areas
Category theory
Although the initial motivation for
category theory
Category theory is a general theory of mathematical structures and their relations. It was introduced by Samuel Eilenberg and Saunders Mac Lane in the middle of the 20th century in their foundational work on algebraic topology. Category theory ...
was far removed from foundationalism, the two fields turned out to have deep connections. As
John Lane Bell
John Lane Bell (born March 25, 1945) is an Anglo-Canadian philosopher, mathematician and logician. He is Professor Emeritus of Philosophy at the University of Western Ontario in Canada. His research includes such topics as set theory, model theo ...
writes: "In fact categories can ''themselves'' be viewed as type theories of a certain kind; this fact alone indicates that type theory is much more closely related to category theory than it is to set theory." In brief, a category can be viewed as a type theory by regarding its objects as types (or ''sorts'' ), i.e. "Roughly speaking, a category may be thought of as a type theory shorn of its syntax." A number of significant results follow in this way:
*
cartesian closed categories correspond to the typed λ-calculus (
Lambek
Joachim "Jim" Lambek (5 December 1922 – 23 June 2014) was a Canadian mathematician. He was Peter Redpath Emeritus Department of Mathematics and Statistics, McGill University, Professor of Pure Mathematics at McGill University, where he earned ...
, 1970);
*
C-monoids (categories with products and exponentials and one non-terminal object) correspond to the untyped λ-calculus (observed independently by Lambek and
Dana Scott
Dana Stewart Scott (born October 11, 1932) is an American logician who is the emeritus Hillman University Professor of Computer Science, Philosophy, and Mathematical Logic at Carnegie Mellon University; he is now retired and lives in Berkeley, C ...
around 1980);
*
locally cartesian closed categories correspond to
Martin-Löf type theories (Seely, 1984).
The interplay, known as
categorical logic
__NOTOC__
Categorical logic is the branch of mathematics in which tools and concepts from category theory are applied to the study of mathematical logic. It is also notable for its connections to theoretical computer science.
In broad terms, cate ...
, has been a subject of active research since then; see the monograph of Jacobs (1999) for instance.
Homotopy type theory
Homotopy type theory
In mathematical logic and computer science, homotopy type theory (HoTT) refers to various lines of development of intuitionistic type theory, based on the interpretation of types as objects to which the intuition of (abstract) homotopy theory ap ...
attempts to combine type theory and category theory. It focuses on equalities, especially equalities between types.
Homotopy type theory
In mathematical logic and computer science, homotopy type theory (HoTT) refers to various lines of development of intuitionistic type theory, based on the interpretation of types as objects to which the intuition of (abstract) homotopy theory ap ...
differs from
intuitionistic type theory
Intuitionistic type theory (also known as constructive type theory, or Martin-Löf type theory (MLTT)) is a type theory and an alternative foundation of mathematics.
Intuitionistic type theory was created by Per Martin-Löf, a Swedish mathematicia ...
mostly by its handling of the equality type. In 2016,
cubical type theory
Cubic may refer to:
Science and mathematics
* Cube (algebra), "cubic" measurement
* Cube, a three-dimensional solid object bounded by six square faces, facets or sides, with three meeting at each vertex
** Cubic crystal system, a crystal system w ...
was proposed, which is a homotopy type theory with normalization.
Definitions
Terms and types
Atomic terms
The most basic types are called atoms, and a term whose type is an atom is known as an atomic term. Common atomic terms included in type theories are
natural number
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 positive in ...
s, often notated with the type
,
Boolean logic
In mathematics and mathematical logic, Boolean algebra is a branch of algebra. It differs from elementary algebra in two ways. First, the values of the variable (mathematics), variables are the truth values ''true'' and ''false'', usually denot ...
values (
/
), notated with the type
, and
formal variables, whose type may vary.
For example, the following may be atomic terms.
*
*
*
*
Function terms
In addition to atomic terms, most modern type theories also allow for
functions. Function types introduce an arrow symbol, and are
defined inductively: If
and
are types, then the notation
is the type of a function which takes a
parameter
A parameter (), generally, is any characteristic that can help in defining or classifying a particular system (meaning an event, project, object, situation, etc.). That is, a parameter is an element of a system that is useful, or critical, when ...
of type
and returns a term of type
. Types of this form are known as
''simple'' types.
Some terms may be declared directly as having a simple type, such as the following term,
, which takes in two natural numbers in sequence and returns one natural number.
Strictly speaking, a simple type only allows for one input and one output, so a more faithful reading of the above type is that
is a function which takes in a natural number and returns a function of the form
. The parentheses clarify that
does not have the type
, which would be a function which takes in a function of natural numbers and returns a natural number. The convention is that the arrow is
right associative, so the parentheses may be dropped from
's type.
Lambda terms
New function terms may be constructed using
lambda expressions, and are called lambda terms. These terms are also defined inductively: a lambda term has the form
, where
is a formal variable and
is a term, and its type is notated
, where
is the type of
, and
is the type of
.
The following lambda term represents a function which doubles an input natural number.
The variable is
and (implicit from the lambda term's type) must have type
. The term
has type
, which is seen by applying the function application inference rule twice. Thus, the lambda term has type
, which means it is a function taking a natural number as an
argument
An argument is a series of sentences, statements, or propositions some of which are called premises and one is the conclusion. The purpose of an argument is to give reasons for one's conclusion via justification, explanation, and/or persu ...
and returning a natural number.
A lambda term is often referred to as an
anonymous function
In computer programming, an anonymous function (function literal, expression or block) is a function definition that is not bound to an identifier. Anonymous functions are often arguments being passed to higher-order functions or used for const ...
because it lacks a name. The concept of anonymous functions appears in many programming languages.
Inference Rules
Function application
The power of type theories is in specifying how terms may be combined by way of
inference rules
Rules of inference are ways of deriving conclusions from premises. They are integral parts of formal logic, serving as norms of the logical structure of valid arguments. If an argument with true premises follows a rule of inference then the c ...
.
Type theories which have functions also have the inference rule of
function application
In mathematics, function application is the act of applying a function to an argument from its domain so as to obtain the corresponding value from its range. In this sense, function application can be thought of as the opposite of function abs ...
: if
is a term of type
, and
is a term of type
, then the application of
to
, often written
, has type
. For example, if one knows the type notations
,
, and
, then the following type notations can be
deduced from function application.
*
*
*
Parentheses indicate the
order of operations
In mathematics and computer programming, the order of operations is a collection of rules that reflect conventions about which operations to perform first in order to evaluate a given mathematical expression.
These rules are formalized with a ...
; however, by convention, function application is
left associative, so parentheses can be dropped where appropriate.
In the case of the three examples above, all parentheses could be omitted from the first two, and the third may simplified to
.
Reductions
Type theories that allow for lambda terms also include inference rules known as
-reduction and
-reduction. They generalize the notion of function application to lambda terms. Symbolically, they are written
*