Entropy 2013, 15(6), 2303-2318; doi:10.3390/e15062303
Article

An Entropy-Based Weighted Concept Lattice for Merging Multi-Source Geo-Ontologies

1,2,* email, 1email and 1email
Received: 26 March 2013; in revised form: 14 May 2013 / Accepted: 1 June 2013 / Published: 7 June 2013
This is an open access article distributed under the Creative Commons Attribution License which permits unrestricted use, distribution, and reproduction in any medium, provided the original work is properly cited.
Abstract: To deal with the complexities associated with the rapid growth in a merged concept lattice, a formal method based on an entropy-based weighted concept lattice (EWCL) is proposed as a mechanism for merging multi-source geographic ontologies (geo-ontologies). First, formal concept analysis (FCA) is used to formalize different term-based representations in relation to the geographic domain, and to construct a merged formal context. Second, a weighted concept lattice (WCL) is applied to reduce the merged concept lattice, based on information entropy and a deviance analysis. The entropy of the attribute set is exploited to acquire the intent weight value, and the standard deviation contributes to computing the intent importance deviance value, according to the user preferences and interests. Some nodes of the merged concept lattice are then removed if their intent weights are lower than the intent importance thresholds specified by the user. Finally, experiments were conducted by combining fundamental geographic information data and spatial data in the hydraulic engineering domain from China. The results indicate that the proposed method is feasible and valid for reducing the complexities associated with the merging of geo-ontologies. Although there are still some problems in the application, the manuscript offers a new approach for the merging of geo-ontologies.
Keywords: geo-ontology merging; formal concept analysis; weighted concept lattice; information entropy; deviation analysis
PDF Full-text Download PDF Full-Text [384 KB, uploaded 7 June 2013 11:59 CEST]

Export to BibTeX |
EndNote


MDPI and ACS Style

Li, J.; He, Z.; Zhu, Q. An Entropy-Based Weighted Concept Lattice for Merging Multi-Source Geo-Ontologies. Entropy 2013, 15, 2303-2318.

AMA Style

Li J, He Z, Zhu Q. An Entropy-Based Weighted Concept Lattice for Merging Multi-Source Geo-Ontologies. Entropy. 2013; 15(6):2303-2318.

Chicago/Turabian Style

Li, Junli; He, Zongyi; Zhu, Qiaoli. 2013. "An Entropy-Based Weighted Concept Lattice for Merging Multi-Source Geo-Ontologies." Entropy 15, no. 6: 2303-2318.

Entropy EISSN 1099-4300 Published by MDPI AG, Basel, Switzerland RSS E-Mail Table of Contents Alert