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Affine Transformation Based Ontology Sparse Vector Learning Algorithm

Linli Zhu

Linli Zhu

  • School of Computer Engineering, Jiangsu University of TechnologyChangzhou, China
  • Jiangsu Key Laboratory of Recycling and Reuse Technology for Mechanical and Electronic ProductsChangzhou, China
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Zhu, Linli
, 
Yu Pan

Yu Pan

School of Computer Engineering, Jiangsu University of TechnologyChangzhou, China
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Pan, Yu
 und 
Jiangtao Wang

Jiangtao Wang

School of Materials and Engineering, Jiangsu University of TechnologyChangzhou, China
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Wang, Jiangtao
  
06. Apr. 2017
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Online veröffentlicht: 06. Apr. 2017
Seitenbereich: 111 - 122
Eingereicht: 02. Jan. 2017
Akzeptiert: 06. Apr. 2017
DOI: https://doi.org/10.21042/AMNS.2017.1.00009
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© 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

The Structure of “GO” Ontology
The Structure of “GO” Ontology

Fig. 2

“Physical” ontology O2
“Physical” ontology O2

Fig. 3

“Physical” ontology O3
“Physical” ontology O3

Fig. 4

The Structure of “PO” Ontology.
The Structure of “PO” Ontology.

Fig. 5

“Humanoid Robotics”ontology O5
“Humanoid Robotics”ontology O5

Fig. 6

“Humanoid Robotics “ ontology O6
“Humanoid Robotics “ ontology O6

The experiment results of ontology mapping

P@1 average precision ratioP@3 average precision ratioP@5 average precision ratio
Algorithm in our paper0.27780.50000.6556
Algorithm in Gao and Lan [32]0.27780.48150.5444
Algorithm in Gao and Liang [30]0.22220.40740.4889
Algorithm in Gao et al. [31]0.27780.46300.5333

The experiment results of ontology similarity measure

P@3 average precision ratioP@5 average precision ratioP@10 average precision ratio
Algorithm in our paper0.48650.60520.7393
Algorithm in Wang et al. [28]0.45490.51170.5859
Algorithm in Huang et al. [29]0.42820.48490.5632
Algorithm in Gao and Liang [30]0.48310.56350.6871
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Englisch
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Biologie, Biologie, andere, Mathematik, Angewandte Mathematik, Mathematik, Allgemeines, Physik, Physik, andere
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