Fuzzy subset: Difference between revisions

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imported>Giangiacomo Gerla
imported>Giangiacomo Gerla
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In classical mathematics the definitions of union, intersection and complement are related with the interpretation of the basic logical connectives <math>\vee, \wedge, \neg</math>. In order to define the same operations for fuzzy subsets, we have to fix suitable operations <math> \oplus, \otimes</math> and ~ in ''L'' to interpret these connectives. Once this was done, we can set
In classical mathematics the definitions of union, intersection and complement are related with the interpretation of the basic logical connectives <math>\vee, \wedge, \neg</math>. In order to define the same operations for fuzzy subsets, we have to fix suitable operations <math> \oplus, \otimes</math> and ~ in ''L'' to interpret these connectives. Once this was done, we can set


<math>(s\cup t)(x) = s(x)\oplus t(x)</math>,  
:<math>(s\cup t)(x) = s(x)\oplus t(x)</math>,  


<math>(s\cap t)(x) = s(x)\otimes t(x)</math>,  
:<math>(s\cap t)(x) = s(x)\otimes t(x)</math>,  


<math>(-s)(x) = ~s(x)</math>.  
:<math>(-s)(x) = ~s(x)</math>.  




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In Zadeh's original papers the operations <math> \oplus, \otimes</math>, '''~''' are defined by setting for every ''x'' and ''y'' in [0,1]:
In Zadeh's original papers the operations <math> \oplus, \otimes</math>, '''~''' are defined by setting for every ''x'' and ''y'' in [0,1]:


<math> x\otimes y </math> = min(''x'', ''y'') ; <math> x\oplus y </math> = max(''x'',''y'') ; <math> ~x </math> = 1-''x''.
:<math> x\otimes y </math> = min(''x'', ''y'') ; <math> x\oplus y </math> = max(''x'',''y'') ; <math> ~x </math> = 1-''x''.


In such a case <math>([0,1]^F, \cup, \cap, -, \emptyset, S)</math> is a complete, completely distributive lattice with an involution. Several authors prefer to consider different operations, as an example to assume that <math>\otimes</math> is a triangular norm in [0,1] and that <math>\oplus </math> is the corresponding triangular co-norm.
In such a case <math>([0,1]^F, \cup, \cap, -, \emptyset, S)</math> is a complete, completely distributive lattice with an involution. Several authors prefer to consider different operations, as an example to assume that <math>\otimes</math> is a triangular norm in [0,1] and that <math>\oplus </math> is the corresponding triangular co-norm.


In all the cases the interpretation of a logical connective is ''conservative'' in the sense that its restriction to {0,1} coincides with the classical one. This entails that the map associating any subset ''X'' of a set ''S'' with the related characteristic function is an embedding of the Boolean algebra <math>({0,1}^S, \cup, \cap, -, \emptyset, S)</math> into the algebra <math>(L^S, \cup, \cap, -, \emptyset, S)</math>.
In all the cases the interpretation of a logical connective is ''conservative'' in the sense that its restriction to {0,1} coincides with the classical one. This entails that the map associating any subset ''X'' of a set ''S'' with the related characteristic function is an embedding of the Boolean algebra <math>({0,1}^S, \cup, \cap, -, \emptyset, S)</math> into the algebra <math>(L^S, \cup, \cap, -, \emptyset, S)</math>.

Revision as of 04:57, 2 January 2009

Some set-theoretical notions for fuzzy subsets

In classical mathematics the definitions of union, intersection and complement are related with the interpretation of the basic logical connectives . In order to define the same operations for fuzzy subsets, we have to fix suitable operations and ~ in L to interpret these connectives. Once this was done, we can set

,
,
.


In such a way an algebraic structure is defined and this structure is the direct power of the structure ~,0 ,1) with index set S. In Zadeh's original papers the operations , ~ are defined by setting for every x and y in [0,1]:

= min(x, y) ; = max(x,y) ; = 1-x.

In such a case is a complete, completely distributive lattice with an involution. Several authors prefer to consider different operations, as an example to assume that is a triangular norm in [0,1] and that is the corresponding triangular co-norm.

In all the cases the interpretation of a logical connective is conservative in the sense that its restriction to {0,1} coincides with the classical one. This entails that the map associating any subset X of a set S with the related characteristic function is an embedding of the Boolean algebra into the algebra .