DocumentCode :
2678001
Title :
Matrix Computation For Concept Lattices
Author :
Wu, Qiang ; Liu, Zongtian ; Shi, Baisheng
Author_Institution :
Dept. of Comput. Sci., ShaoXing Univ., Zhejiang
Volume :
2
fYear :
2006
fDate :
17-19 July 2006
Firstpage :
696
Lastpage :
700
Abstract :
Rough set theory and formal concept analysis (FCA) can be viewed as two different approaches of data analysis on data description and summarization. They focus on different characteristics of data in a context: the indiscernibility relation and the binary relation. The indiscernibility of objects with respect to a set of properties is an important notion in rough set theory. In general, this relation is an equivalence relation. A matrix can be seen as an internal representation of equivalence relations. The binary relation in FCA can establish contact with matrix through rough set theory. Representing knowledge in a form of matrix has many advantages. For examples, to represent knowledge in a form of a discernibility matrix enable simple computation of the core, reducts, etc. In this paper, this approach is first applied to FCA. Concept lattices are expressed in terms of matrices that can be computed intuitively and efficiently
Keywords :
data analysis; knowledge representation; matrix algebra; rough set theory; binary relation; concept lattices; data analysis; data description; data summarization; discernibility matrix; equivalence relations; formal concept analysis; indiscernibility relation; knowledge representation; matrix computation; rough set theory; Cognitive informatics; Computer science; Data analysis; Data engineering; Formal languages; Lattices; Mathematics; Rough sets; Set theory; Uncertainty; Rough sets; concept lattices; equivalence relations; matrices;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Cognitive Informatics, 2006. ICCI 2006. 5th IEEE International Conference on
Conference_Location :
Beijing
Print_ISBN :
1-4244-0475-4
Type :
conf
DOI :
10.1109/COGINF.2006.365573
Filename :
4216491
Link To Document :
بازگشت