Vague set

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Template:Short description Template:More citations needed In mathematics, vague sets are an extension of fuzzy sets.

In a fuzzy set, each object is assigned a single value in the interval [0,1] reflecting its grade of membership. This single value does not allow a separation of evidence for membership and evidence against membership.

Gau et al.[1] proposed the notion of vague sets, where each object is characterized by two different membership functions: a true membership function and a false membership function. This kind of reasoning is also called interval membership, as opposed to point membership in the context of fuzzy sets.

Mathematical definition

A vague set V is characterized by

  • its true membership function tv(x)
  • its false membership function fv(x)
  • with 0tv(x)+fv(x)1

The grade of membership for x is not a crisp value anymore, but can be located in [tv(x),1fv(x)]. This interval can be interpreted as an extension to the fuzzy membership function. The vague set degenerates to a fuzzy set, if 1fv(x)=tv(x) for all x. The uncertainty of x is the difference between the upper and lower bounds of the membership interval; it can be computed as (1fv(x))tv(x).

See also

References

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