fuzzy mathematics
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Fuzzy mathematics is the branch of
mathematics Mathematics is an area of knowledge that includes the topics of numbers, formulas and related structures, shapes and the spaces in which they are contained, and quantities and their changes. These topics are represented in modern mathematics ...
including fuzzy set theory 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's seminal work ''Fuzzy sets''.
Linguistics Linguistics is the 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. Lingu ...
is an example of a field that utilizes fuzzy set theory.


Definition

A ''fuzzy subset'' ''A'' of a set ''X'' is a function ''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 , one has \mathbf_(x)=1 if x ...
(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 point ...
) 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 lattice which satisfies at least one of these properties is known as a ''conditionally complete lattice.'' S ...
''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, an internal binary op ...
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 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 ), whi ...
* Fuzzy subalgebra * 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 unneces ...
*
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 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 The ''Stanford Encyclopedia of Philosophy'' (''SEP'') combines an online encyclopedia of philosophy with peer-reviewed publication of original papers in philosophy, freely accessible to Internet users. It is maintained by Stanford University. E ...
* 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. Springer 2007. {{DEFAULTSORT:Fuzzy Mathematics Fuzzy logic