fuzzy mathematics
   HOME

TheInfoList



OR:

Fuzzy mathematics is the branch of mathematics including
fuzzy set theory In mathematics, fuzzy sets (a.k.a. uncertain sets) are sets whose elements have degrees of membership. Fuzzy sets were introduced independently by Lotfi A. Zadeh in 1965 as an extension of the classical notion of set. At the same time, defined ...
and fuzzy logic 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 Lotfi Aliasker Zadeh (; az, Lütfi Rəhim oğlu Ələsgərzadə; fa, لطفی علی‌عسکرزاده; 4 February 1921 – 6 September 2017) was a mathematician, computer scientist, electrical engineer, artificial intelligence researcher, an ...
's seminal work ''Fuzzy sets''.
Linguistics Linguistics is the science, scientific study of human language. It is called a scientific study because it entails a comprehensive, systematic, objective, and precise analysis of all aspects of language, particularly its nature and structure ...
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-oriente ...
''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 (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 ''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 intersectio ...
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 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 ide ...
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 l ...
* Monoidal t-norm logic *
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 intersectio ...


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 online academic journals, which aims to have quality content in science and medicine. ''Scholarpedia'' articles are written ...
* Hajek, P
Fuzzy Logic
- article at Stanford Encyclopedia of Philosophy * 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 online academic journals, which aims to have quality content in science and medicine. ''Scholarpedia'' articles are written ...
* 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 online academic journals, which aims to have quality content in science and medicine. ''Scholarpedia'' articles are written ...
* Cente
for
Mathematics 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. T, or t, is the twentieth letter in the Latin alphabet, used in the modern English alphabet, the alphabets of other western European languages and others worldwide. Its name in English is ''tee'' (pronounced ), plural ''tees''. It is der ...
Springer 2007. {{DEFAULTSORT:Fuzzy Mathematics Fuzzy logic