Fuzzy mathematics is the branch of
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 ...
including
fuzzy set theory
Fuzzy or Fuzzies may refer to:
Music
* Fuzzy (band), a 1990s Boston indie pop band
* Fuzzy (composer), Danish composer Jens Vilhelm Pedersen (born 1939)
* ''Fuzzy'' (album), 1993 debut album of American rock band Grant Lee Buffalo
* "Fuzzy", a ...
and
fuzzy logic
Fuzzy logic is a form of many-valued logic in which the truth value of variables may be any real number between 0 and 1. It is employed to handle the concept of partial truth, where the truth value may range between completely true and completely ...
that deals with partial inclusion of elements in a set on a spectrum, as opposed to simple binary "yes" or "no" (0 or 1) inclusion. It started in 1965 after the publication of
Lotfi Asker Zadeh's seminal work ''Fuzzy sets''.
Linguistics
Linguistics is the scientific study of language. The areas of linguistic analysis are syntax (rules governing the structure of sentences), semantics (meaning), Morphology (linguistics), morphology (structure of words), phonetics (speech sounds ...
is an example of a field that utilizes fuzzy set theory.
Definition
A ''fuzzy subset'' ''A'' of a
set
Set, The Set, SET or SETS may refer to:
Science, technology, and mathematics Mathematics
*Set (mathematics), a collection of elements
*Category of sets, the category whose objects and morphisms are sets and total functions, respectively
Electro ...
''X'' is a
function
Function or functionality may refer to:
Computing
* Function key, a type of key on computer keyboards
* Function model, a structured representation of processes in a system
* Function object or functor or functionoid, a concept of object-orie ...
''A'': ''X'' → ''L'', where ''L'' is the
interval , 1 This function is also called a membership function. A membership function is a generalization of an
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 ...
(also called a
characteristic function In mathematics, the term "characteristic function" can refer to any of several distinct concepts:
* The indicator function of a subset, that is the function
\mathbf_A\colon X \to \,
which for a given subset ''A'' of ''X'', has value 1 at points ...
) of a subset defined for ''L'' = . More generally, one can use any
complete lattice
In mathematics, a complete lattice is a partially ordered set in which all subsets have both a supremum ( join) and an infimum ( meet). A conditionally complete lattice satisfies at least one of these properties for bounded subsets. For compariso ...
''L'' in a definition of a fuzzy subset ''A''.
Fuzzification
The evolution of the fuzzification of mathematical concepts can be broken down into three stages:
:# straightforward fuzzification during the sixties and seventies,
:# the explosion of the possible choices in the generalization process during the eighties,
:# the standardization, axiomatization, and ''L''-fuzzification in the nineties.
Usually, a fuzzification of mathematical concepts is based on a generalization of these concepts from characteristic functions to membership functions. Let ''A'' and ''B'' be two fuzzy subsets of ''X''.
The ''intersection'' ''A'' ∩ ''B'' and ''union'' ''A'' ∪ ''B'' are defined as follows: (''A'' ∩ ''B'')(''x'') = min(''A''(''x''), ''B''(''x'')), (''A'' ∪ ''B'')(''x'') = max(''A''(''x''), ''B''(''x'')) for all ''x'' in ''X''. Instead of and one can use
t-norm
In mathematics, a t-norm (also T-norm or, unabbreviated, triangular norm) is a kind of binary operation used in the framework of probabilistic metric spaces and in multi-valued logic, specifically in fuzzy logic. A t-norm generalizes intersection ( ...
and t-conorm, respectively; for example, min(''a'', ''b'') can be replaced by multiplication ''ab''. A straightforward fuzzification is usually based on and operations because in this case more properties of traditional mathematics can be extended to the fuzzy case.
An important generalization principle used in fuzzification of algebraic operations is a closure property. Let * be a
binary operation
In mathematics, a binary operation or dyadic operation is a rule for combining two elements (called operands) to produce another element. More formally, a binary operation is an operation of arity two.
More specifically, a binary operation ...
on ''X''. The closure property for a fuzzy subset ''A'' of ''X'' is that for all ''x'', ''y'' in ''X'', ''A''(''x''*''y'') ≥ min(''A''(''x''), ''A''(''y'')). Let (''G'', *) be a
group
A group is a number of persons or things that are located, gathered, or classed together.
Groups of people
* Cultural group, a group whose members share the same cultural identity
* Ethnic group, a group whose members share the same ethnic iden ...
and ''A'' a fuzzy subset of ''G''. Then ''A'' is a ''fuzzy subgroup'' of ''G'' if for all ''x'', ''y'' in ''G'', ''A''(''x''*''y''
−1) ≥ min(''A''(''x''), ''A''(''y''
−1)).
A similar generalization principle is used, for example, for fuzzification of the
transitivity property. Let ''R'' be a fuzzy relation on ''X'', i.e. ''R'' is a fuzzy subset of ''X'' × ''X''. Then ''R'' is (fuzzy-)transitive if for all ''x'', ''y'', ''z'' in ''X'', ''R''(''x'', ''z'') ≥ min(''R''(''x'', ''y''), ''R''(''y'', ''z'')).
Fuzzy analogues
Fuzzy subgroupoids and fuzzy subgroups were introduced in 1971 by A. Rosenfeld.
Analogues of other mathematical subjects have been translated to fuzzy mathematics, such as fuzzy field theory and fuzzy Galois theory, fuzzy topology, fuzzy geometry, fuzzy orderings, and fuzzy graphs.
[Yeh, R.T., Bang, S.Y. (1975) "Fuzzy graphs, fuzzy relations and their applications to cluster analysis". In: Zadeh, L.A., Fu, K.S., Tanaka, K., Shimura, M. (eds.), ''Fuzzy Sets and their Applications to Cognitive and Decision Processes'', Academic Press, New York, , pp. 125–149.]
See also
*
Fuzzy measure theory In mathematics, fuzzy measure theory considers generalized measures in which the additive property is replaced by the weaker property of monotonicity. The central concept of fuzzy measure theory is the fuzzy measure (also ''capacity'', see ), whic ...
*
Fuzzy subalgebra
Fuzzy subalgebras theory is a chapter of fuzzy set theory. It is obtained from an interpretation in a multi-valued logic of axioms usually expressing the notion of subalgebra of a given algebraic structure.
Definition
Consider a first order la ...
*
Monoidal t-norm logic In mathematical logic, monoidal t-norm based logic (or shortly MTL), the logic of left-continuous t-norms, is one of the t-norm fuzzy logics. It belongs to the broader class of substructural logics, or logics of residuated lattices;Ono (2003). it e ...
*
Possibility theory
Possibility theory is a mathematical theory for dealing with certain types of uncertainty and is an alternative to probability theory. It uses measures of possibility and necessity between 0 and 1, ranging from impossible to possible and unnecessa ...
*
T-norm
In mathematics, a t-norm (also T-norm or, unabbreviated, triangular norm) is a kind of binary operation used in the framework of probabilistic metric spaces and in multi-valued logic, specifically in fuzzy logic. A t-norm generalizes intersection ( ...
References
External links
* Zadeh, L.A
Fuzzy Logic- article at
Scholarpedia
''Scholarpedia'' is an English-language wiki-based online encyclopedia with features commonly associated with Open access (publishing), open-access online academic journals, which aims to have quality content in science and medicine.
''Scholarpe ...
* Hajek, P
Fuzzy Logic- article at
Stanford Encyclopedia of Philosophy
The ''Stanford Encyclopedia of Philosophy'' (''SEP'') is a freely available online philosophy resource published and maintained by Stanford University, encompassing both an online encyclopedia of philosophy and peer-reviewed original publication ...
* Navara, M
Triangular Norms and Conorms- article at
Scholarpedia
''Scholarpedia'' is an English-language wiki-based online encyclopedia with features commonly associated with Open access (publishing), open-access online academic journals, which aims to have quality content in science and medicine.
''Scholarpe ...
* Dubois, D., Prade H
Possibility Theory- article at
Scholarpedia
''Scholarpedia'' is an English-language wiki-based online encyclopedia with features commonly associated with Open access (publishing), open-access online academic journals, which aims to have quality content in science and medicine.
''Scholarpe ...
* Cente
forMathematics of Uncertaint
Fuzzy Math Research - Web site hosted at Creighton University
* Seising, R
Book on the history of the mathematical theory of Fuzzy Sets: The Fuzzification of Systems. The Genesis of Fuzzy Set Theory and Its Initial Applications -- Developments up to the 1970s (Studies in Fuzziness and Soft Computing, Vol. 216) Berlin, New York,
t al. Springer 2007.
{{DEFAULTSORT:Fuzzy Mathematics
Fuzzy logic