Title :
Theoretical research on the distributed construction of concept lattices
Author :
Li, Yun ; Liu, Zong-Tian ; Shen, Xia-Jiong ; Wu, Qiain ; Qiang, Yu
Author_Institution :
Sch. of Comput., Shanghai Univ., China
Abstract :
The method of concept lattice building is one of the most important contents in the formal concept analysis. Concept lattice is corresponding with the formal context, so the distributed treatment of concept lattice certainly relates to some operations such as the decomposition and combination of context. This paper defines the horizontal and vertical combination operations in formal contexts and discusses three relations between same-field formal contexts, then especially present a novel similarity method to convert the inconsistent contexts into independent or consistent contexts. This paper also defines some basic operations among concepts and proves that the concept lattice of sub-contexts vertically combined is isomorphic to the union of sub-lattices of these sub-contexts in same-field and consistent contexts, which establishes the theoretical foundation for the distributed construction of concept lattices.
Keywords :
context-sensitive languages; data mining; concept lattices; consistent context; distributed construction; formal concept analysis; horizontal combination operation; independent context; same-field formal context; vertical combination operation; Artificial intelligence; Buildings; Computer networks; Concurrent computing; Data analysis; Databases; Distributed computing; Information analysis; Information retrieval; Lattices;
Conference_Titel :
Machine Learning and Cybernetics, 2003 International Conference on
Print_ISBN :
0-7803-8131-9
DOI :
10.1109/ICMLC.2003.1264524