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A fast incremental algorithm for constructing concept lattices

delete2015-06-01
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PRE
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Z
Zuping Zhang *
J
Jun Long
DOI:10.1016/j.eswa.2015.01.044delete
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Abstract

Abstract

En 中文
Incremental algorithms for constructing concept lattices can update a concept lattice according to new objects added to the formal context. In this paper, we propose an efficient incremental algorithm for concept lattice construction. The algorithm, called FastAddIntent, results as a modification of Addlntent in which we improve two fundamental procedures including searching for canonical generators and fixing the covering relation. We describe the algorithm completely, prove correctness of our improvements, discuss time complexity issues, and present an experimental evaluation of its performance and comparison with AddIntent. Theoretical and empirical analyses show the advantages of our algorithm when applied to large or (and) dense formal contexts. (C) 2015 Elsevier Ltd. All rights reserved.
Keywords:
Formal Concept Analysis
Concept lattice
Incremental algorithm
Lattice construction
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Journal

Expert Systems with Applications cover
Expert Systems with Applications
IF:
7.5
Papers:
3.0W
Citations:
10.2W

Organization

C
Central South University
Scholars:
10.0W
Papers: 7.2W
Citations: 10.9W
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