DocumentCode :
2305090
Title :
An Improved Incremental Algorithm for Constructing Concept Lattices
Author :
Yu, Yuan ; Qian, Xu ; Zhong, Feng ; Li, Xiao-Rui
Author_Institution :
Sch. of Mech. Electron. & Inf. Eng., China Univ. of Min. & Technol., Beijing, China
Volume :
4
fYear :
2009
fDate :
19-21 May 2009
Firstpage :
401
Lastpage :
405
Abstract :
The concept lattice produced from a binary relation has been proved useful for many applications. How to construct it efficiently is a difficult but challenging task. In this article, the authors present an improved incremental algorithm, which, through tracking the most general concept with the same attributes in the intent of the newly-added object for each concept in the original concept lattice, greatly reduces the judgement of a concept to be an old node or not by comparing its common attributes to that of its parent concepts; furthermore, the improved algorithm limits the search space of parents of a newly added concept to the parent nodes of the corresponding generator and consequently improves the execution speed of the algorithm. Complexity analysis is given in the end to demonstrate the effectiveness of our new algorithm.
Keywords :
data analysis; knowledge representation; complexity analysis; concept lattices; execution speed; incremental algorithm; newly-added object; Algorithm design and analysis; Application software; Data analysis; Information analysis; Lattices; Mathematics; Software algorithms; Software engineering; Terminology; concept lattice; formal context; incremental algorithm;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Software Engineering, 2009. WCSE '09. WRI World Congress on
Conference_Location :
Xiamen
Print_ISBN :
978-0-7695-3570-8
Type :
conf
DOI :
10.1109/WCSE.2009.301
Filename :
5319583
Link To Document :
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