Proceedings of the Fuzzy System Symposium
23rd Fuzzy System Symposium
Session ID : FD3-2
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Handling Missing Values in terms of Rough Sets
*Michinori NAKATAHiroshi Sakai
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Abstract
Rough sets are applied to data tables containing missing values. Discernibility and indiscernibility of missing values are considered simultaneously. A family of possible equivalence classes is obtained, in which each equivalence class has the possibility that it is an actual one. By using the family of possible equivalence classes, we can derive lower and upper approximations, even if the approximations are not obtained by previous methods. Furthermore, the lower and upper approximations coincide with ones obtained from methods of possible worlds. Keywords: Rough sets, Missing values, Possible equivalence classes, Lower and upper approximations.
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© 2007 Japan Society for Fuzzy Theory and Intelligent Informatics
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