A Max-Term Counting Based Knowledge Inconsistency Checking Strategy and Inconsistency Measure Calculation of Fuzzy Knowledge Based Systems
The task of finding all the minimal inconsistent subsets plays a vital role in many theoretical works especially in large knowledge bases and it has been proved to be a NP-complete problem. In this work, at first we propose a max-term counting based knowledge inconsistency checking strategy. And, th...
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Series: | Mathematical Problems in Engineering |
Online Access: | http://dx.doi.org/10.1155/2015/134950 |
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doaj-c4b0689d8e994706824cde86e6dc47b52020-11-24T22:32:10ZengHindawi LimitedMathematical Problems in Engineering1024-123X1563-51472015-01-01201510.1155/2015/134950134950A Max-Term Counting Based Knowledge Inconsistency Checking Strategy and Inconsistency Measure Calculation of Fuzzy Knowledge Based SystemsHui-lai Zhi0School of Computer Science and Technology, Henan Polytechnic University, No. 2001, ShiJi Avenue, Jiaozuo 454000, ChinaThe task of finding all the minimal inconsistent subsets plays a vital role in many theoretical works especially in large knowledge bases and it has been proved to be a NP-complete problem. In this work, at first we propose a max-term counting based knowledge inconsistency checking strategy. And, then, we put forward an algorithm for finding all minimal inconsistent subsets, in which we establish a Boolean lattice to organize the subsets of the given knowledge base and use leaf pruning to optimize the algorithm efficiency. Comparative experiments and analysis also show the algorithm’s improvement over past approaches. Finally, we give an application for inconsistency measure calculation of fuzzy knowledge based systems.http://dx.doi.org/10.1155/2015/134950 |
collection |
DOAJ |
language |
English |
format |
Article |
sources |
DOAJ |
author |
Hui-lai Zhi |
spellingShingle |
Hui-lai Zhi A Max-Term Counting Based Knowledge Inconsistency Checking Strategy and Inconsistency Measure Calculation of Fuzzy Knowledge Based Systems Mathematical Problems in Engineering |
author_facet |
Hui-lai Zhi |
author_sort |
Hui-lai Zhi |
title |
A Max-Term Counting Based Knowledge Inconsistency Checking Strategy and Inconsistency Measure Calculation of Fuzzy Knowledge Based Systems |
title_short |
A Max-Term Counting Based Knowledge Inconsistency Checking Strategy and Inconsistency Measure Calculation of Fuzzy Knowledge Based Systems |
title_full |
A Max-Term Counting Based Knowledge Inconsistency Checking Strategy and Inconsistency Measure Calculation of Fuzzy Knowledge Based Systems |
title_fullStr |
A Max-Term Counting Based Knowledge Inconsistency Checking Strategy and Inconsistency Measure Calculation of Fuzzy Knowledge Based Systems |
title_full_unstemmed |
A Max-Term Counting Based Knowledge Inconsistency Checking Strategy and Inconsistency Measure Calculation of Fuzzy Knowledge Based Systems |
title_sort |
max-term counting based knowledge inconsistency checking strategy and inconsistency measure calculation of fuzzy knowledge based systems |
publisher |
Hindawi Limited |
series |
Mathematical Problems in Engineering |
issn |
1024-123X 1563-5147 |
publishDate |
2015-01-01 |
description |
The task of finding all the minimal inconsistent subsets plays a vital role in many theoretical works especially in large knowledge bases and it has been proved to be a NP-complete problem. In this work, at first we propose a max-term counting based knowledge inconsistency checking strategy. And, then, we put forward an algorithm for finding all minimal inconsistent subsets, in which we establish a Boolean lattice to organize the subsets of the given knowledge base and use leaf pruning to optimize the algorithm efficiency. Comparative experiments and analysis also show the algorithm’s improvement over past approaches. Finally, we give an application for inconsistency measure calculation of fuzzy knowledge based systems. |
url |
http://dx.doi.org/10.1155/2015/134950 |
work_keys_str_mv |
AT huilaizhi amaxtermcountingbasedknowledgeinconsistencycheckingstrategyandinconsistencymeasurecalculationoffuzzyknowledgebasedsystems AT huilaizhi maxtermcountingbasedknowledgeinconsistencycheckingstrategyandinconsistencymeasurecalculationoffuzzyknowledgebasedsystems |
_version_ |
1725734698111467520 |