Abstraction and specialization of information granules

Citation
W. Pedrycz et G. Vukovich, Abstraction and specialization of information granules, IEEE SYST B, 31(1), 2001, pp. 106-111
Citations number
15
Categorie Soggetti
AI Robotics and Automatic Control
Journal title
IEEE TRANSACTIONS ON SYSTEMS MAN AND CYBERNETICS PART B-CYBERNETICS
ISSN journal
10834419 → ACNP
Volume
31
Issue
1
Year of publication
2001
Pages
106 - 111
Database
ISI
SICI code
1083-4419(200102)31:1<106:AASOIG>2.0.ZU;2-6
Abstract
In this paper, we introduce a model of generalization and specialization of information granules. The information granules themselves are modeled as f uzzy sets or fuzzy relations. The generalization is realized by or-ing fuzz y sets while the specialization is completed through logic ann operation. T hese two logic operators are realized using triangular norms (that is t- an d s-norms). We elaborate On two (top-down and bottom-up) strategies of cons tructing information granules that arise as results of generalization and s pecialization. Various triangular norms are experimented with and some conc lusions based on numeric studies are derived.