Title :
The restricted concept lattice and its formation
Author :
Zhang, Su-Lan ; Zhang, Ji-Fu ; Hu, Li-Hua ; Li, Yin-Hua
Author_Institution :
Sch. of Comput., Taiyuan Univ. of Sci & Technol., China
Abstract :
With the sharp increasing of the data to deal with, the amount of concept lattice node constructed from original formal context is enormous, accordingly, requiring the larger storage space and time. At the same time, users are not interested in all the intensions composed of all the attribute sets. Furthermore, it takes more time to extract useful knowledge from them. In order to deal with the constrained problems, the paper uses predicate logic to describe the user´s interesting background knowledge, and introduces one new concept lattice structure: restricted concept lattice (RCL). Then one RCL algorithm and relative analysis are offered. Finally, the experiment proves its efficiency and feasibility by taking the celestial bodies spectrum data as the formal context.
Keywords :
data mining; formal logic; attribute sets; celestial bodies spectrum data; concept lattice node; constrained problems; predicate logic; restricted concept lattice; Algorithm design and analysis; Data analysis; Data mining; Laboratories; Lattices; Logic; Pattern recognition; Space technology; Storage automation; Time sharing computer systems; Background knowledge; Celestial bodies spectrum data; Data mining; Predication logic; RCL;
Conference_Titel :
Machine Learning and Cybernetics, 2005. Proceedings of 2005 International Conference on
Conference_Location :
Guangzhou, China
Print_ISBN :
0-7803-9091-1
DOI :
10.1109/ICMLC.2005.1527061