Information Structures in an Ordered Information System Under Granular Computing View and Their Optimal Selection Based on Uncertainty Measures
Information structures ( i -structures) in an ordered information system (OIS) are mathematical structures of the information granules ( i -granules) granulated from the data set of this OIS. This article investigates i -structures in an OIS with granular computing (GrC) view, i.e., i -structures in...
Gespeichert in:
Veröffentlicht in: | International journal of computational intelligence systems 2020-01, Vol.13 (1), p.1619-1635 |
---|---|
Hauptverfasser: | , , |
Format: | Artikel |
Sprache: | eng |
Schlagworte: | |
Online-Zugang: | Volltext |
Tags: |
Tag hinzufügen
Keine Tags, Fügen Sie den ersten Tag hinzu!
|
Zusammenfassung: | Information structures (
i
-structures) in an ordered information system (OIS) are mathematical structures of the information granules (
i
-granules) granulated from the data set of this OIS. This article investigates
i
-structures in an OIS with granular computing (GrC) view, i.e.,
i
-structures in an OIS are seen as granular structures. Dependence and independence between
i-
structures are first depicted in the same OIS. Then, information distance (
i
-distance) between
i
-structures in the same OIS are proposed, and information entropy in an OIS can be expressed by
i
-distance between
i
-structures in this OIS is proved. Next, properties of
i
-structures in an OIS are shown. Moreover, group, lattice and map characters of
i
-structures in an OIS are received, and some invariant characters of
i
-structures in an OIS under homomorphisms are obtained. Finally, the optimal selection of
i
-structures in an OIS based on the proposed measures are studied. These results will contribute to build a framework of GrC in an OIS. |
---|---|
ISSN: | 1875-6891 1875-6883 1875-6883 |
DOI: | 10.2991/ijcis.d.201007.001 |