Title :
A Cache-Based Attribute Granular Computing System
Author :
Huang, Xiaoxia ; Cheng, Lun
Author_Institution :
Shanghai Maritime Univ., Shanghai
Abstract :
This paper presents a multilayer cache-based attribute granular computing system. After defining an attribute granule, it brings forward an AHP based attribute granules combination algorithm which can be used for dimensionality reduction in the preprocess stage of data mining. A cache-based operation and storage model is presented then. The storage management of the attribute granules is discussed mainly. Finally a hierarchy cache-based attribute granular computing system is presented. It can be used to implement the AHP based attribute granules combination algorithm and other algorithms based on attribute granular computing.
Keywords :
cache storage; data reduction; decision making; AHP based attribute granule combination algorithm; cache-based operation model; cache-based storage model; data mining; dimensionality reduction; multilayer cache-based attribute granular computing system; storage management; Artificial intelligence; Cache storage; Computational intelligence; Computer science; Computer security; Data mining; Fuzzy sets; Information processing; Nonhomogeneous media; Problem-solving;
Conference_Titel :
Computational Intelligence and Security Workshops, 2007. CISW 2007. International Conference on
Conference_Location :
Heilongjiang
Print_ISBN :
978-0-7695-3073-4
DOI :
10.1109/CISW.2007.4425521
