An information table can change over time in several different ways: objects enter/exit the system, new attributes are considered, etc. As a consequence rough set instruments also change. At first, we recall a classification of dynamic increase of information with respect to three different factors: objects, attributes, values. Then, the corresponding changes in rough sets are discussed. Results about approximations, positive region and generalized decision are given and algorithms to update reducts and rules provided.
Ciucci, D. (2012). Temporal Dynamics in Information Tables. FUNDAMENTA INFORMATICAE, 115(1), 57-74 [10.3233/FI-2012-640].
Temporal Dynamics in Information Tables
CIUCCI, DAVIDE ELIO
2012
Abstract
An information table can change over time in several different ways: objects enter/exit the system, new attributes are considered, etc. As a consequence rough set instruments also change. At first, we recall a classification of dynamic increase of information with respect to three different factors: objects, attributes, values. Then, the corresponding changes in rough sets are discussed. Results about approximations, positive region and generalized decision are given and algorithms to update reducts and rules provided.File | Dimensione | Formato | |
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