<abstract xmlns="http://www.w3.org/1999/xhtml"><p>In information science and other engineering applications, ontology plays an irreplaceable role to find the intrinsic semantic link between concepts and to determine the similarity score returned to the user. Ontology mapping aims to excavate the intrinsic semantic relationship between concepts from different ontologies, and the essence of these applications is similarity computation. In this article, we propose the new ontology sparse vector approximation algorithms based on the affine transformation tricks. By means of these techniques, we study the equivalent form of ontology dual problem and determine its feasible set. The simulation experiments imply that our new proposed ontology algorithm has high efficiency and accuracy in ontology similarity computation and ontology mapping in biology, chemical and related fields.</p></abstract>

In information science and other engineering applications, ontology plays an irreplaceable role to find the intrinsic semantic link between concepts and to determine the similarity score returned to the user. Ontology mapping aims to excavate the intrinsic semantic relationship between concepts from different ontologies, and the essence of these applications is similarity computation. In this article, we propose the new ontology sparse vector approximation algorithms based on the affine transformation tricks. By means of these techniques, we study the equivalent form of ontology dual problem and determine its feasible set. The simulation experiments imply that our new proposed ontology algorithm has high efficiency and accuracy in ontology similarity computation and ontology mapping in biology, chemical and related fields.

Affine Transformation Based Ontology Sparse Vector Learning Algorithm

Applied Mathematics and Nonlinear Sciences

This work is licensed under the Creative Commons Attribution-NonCommercial-NoDerivatives 3.0 License.

{"article-title":"Affine Transformation Based Ontology Sparse Vector Learning Algorithm"}

In information science and other engineering applications, ontology plays an irreplaceable role to find the intrinsic semantic link between concepts and to...

	P@1 average precision ratio	P@3 average precision ratio	P@5 average precision ratio
Algorithm in our paper	0.2778	0.5000	0.6556
Algorithm in Gao and Lan [32]	0.2778	0.4815	0.5444
Algorithm in Gao and Liang [30]	0.2222	0.4074	0.4889
Algorithm in Gao et al. [31]	0.2778	0.4630	0.5333

	P@3 average precision ratio	P@5 average precision ratio	P@10 average precision ratio
Algorithm in our paper	0.4865	0.6052	0.7393
Algorithm in Wang et al. [28]	0.4549	0.5117	0.5859
Algorithm in Huang et al. [29]	0.4282	0.4849	0.5632
Algorithm in Gao and Liang [30]	0.4831	0.5635	0.6871

Affine Transformation Based Ontology Sparse Vector Learning Algorithm

Published Online: Apr 06, 2017

Page range: 111 - 122

Received: Jan 02, 2017

Accepted: Apr 06, 2017

DOI: https://doi.org/10.21042/AMNS.2017.1.00009

Keywords
Ontology,, Similarity measure,, Ontology mapping,, Sparse vector,, Affine transformation

© Linli Zhu, Yu Pan, Jiangtao Wang, published by Sciendo

This work is licensed under the Creative Commons Attribution-NonCommercial-NoDerivatives 3.0 License.

Fig. 1

Fig. 2

Fig. 3

Fig. 4

Fig. 5

Fig. 6

The experiment results of ontology mapping

The experiment results of ontology similarity measure

Affine Transformation Based Ontology Sparse Vector Learning Algorithm

Published Online: Apr 06, 2017

Page range: 111 - 122

Received: Jan 02, 2017

Accepted: Apr 06, 2017

DOI: https://doi.org/10.21042/AMNS.2017.1.00009

KeywordsOntology,, Similarity measure,, Ontology mapping,, Sparse vector,, Affine transformation

© Linli Zhu, Yu Pan, Jiangtao Wang, published by Sciendo

This work is licensed under the Creative Commons Attribution-NonCommercial-NoDerivatives 3.0 License.

Fig. 1

Fig. 2

Fig. 3

Fig. 4

Fig. 5

Fig. 6

The experiment results of ontology mapping

The experiment results of ontology similarity measure

Keywords
Ontology,, Similarity measure,, Ontology mapping,, Sparse vector,, Affine transformation