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