Abstract
This paper proposes a general study of (I, T)-interval-valued fuzzy rough sets on two universes of discourse integrating the rough set theory with the interval-valued fuzzy set theory by constructive and axiomatic approaches. Some primary properties of interval-valued fuzzy logical operators and the construction approaches of interval-valued fuzzy T-similarity relations are first introduced. Determined by an interval-valued fuzzy triangular norm and an interval-valued fuzzy implicator, a pair of lower and upper generalized interval-valued fuzzy rough approximation operators with respect to an arbitrary interval-valued fuzzy relation on two universes of discourse is then defined. Properties of I-lower and T-upper interval-valued fuzzy rough approximation operators are examined based on the properties of interval-valued fuzzy logical operators discussed above. Connections between interval-valued fuzzy relations and interval-valued fuzzy rough approximation operators are also established. Finally, an operator-oriented characterization of interval-valued fuzzy rough sets is proposed, that is, interval-valued fuzzy rough approximation operators are characterized by axioms. Different axiom sets of I-lower and T-upper interval-valued fuzzy set-theoretic operators guarantee the existence of different types of interval-valued fuzzy relations which produce the same operators.
| Original language | English |
|---|---|
| Pages (from-to) | 56-70 |
| Number of pages | 15 |
| Journal | International Journal of Approximate Reasoning |
| Volume | 51 |
| Issue number | 1 |
| DOIs | |
| State | Published - Jan 2009 |
Keywords
- Interval-valued approximation operators
- Interval-valued fuzzy logical operators
- Interval-valued fuzzy relations
- Interval-valued fuzzy rough sets
- Interval-valued fuzzy sets
- Rough sets