距离学习在结构化概念管理本体模型中的应用
Distance Learning Applied in Structure Concept Management Ontology Model

作者: 何国英 :云南师范大学经济与管理学院,云南 昆明; 高 炜 :云南师范大学信息学院,云南 昆明;

关键词: 本体相似度计算本体映射距离学习Ontology Ontology Similarity Measuring Ontology Mapping Distance Learning

摘要:
本体作为一种结构化数据模型,已经被广泛应用在各个科学领域。在管理学中,本科作为一种信息检索模型用于信息的语义查询和扩张。本文给出一种基于距离学习的本体学习算法,利用特征值优化方法得到计算模型。通过两个仿真实验来验证新本体算法的有效性。

Abstract: As a structured data model, ontology has been widely used in various fields of science. In man-agement, ontology model is a tool for information retrieving and semantic query expanding. In this paper, we present an ontology learning algorithm based on distance learning method, and the framework is obtained by means of eigenvalues calculation. Through two simulation experiments, we verify the effectiveness of the new ontology algorithm.

文章引用: 何国英 , 高 炜 (2016) 距离学习在结构化概念管理本体模型中的应用。 服务科学和管理, 5, 18-25. doi: 10.12677/SSEM.2016.51003

参考文献

[1] 何国英, 高炜. 基于AJAX和CSS技术的教师在线评价系统设计[J]. 昆明学院学报, 2013, 35(6): 109-111.

[2] 高炜. 基于对偶理论的本体稀疏向量学习算法[J]. 云南师范大学学报(自然科学版), 2015, 35(4): 46-50.

[3] 赵白露, 高炜. 模糊本体中的模糊相似度计算[J]. 重庆工商大学学报(自然科学版), 2014, 31(9): 60-62.

[4] 何国英, 高炜. 基于MLS方法的本体算法[J]. 红河学院学报, 2015, 13(5): 14-16.

[5] Gao, W., Wu, J.Z. and Zhu, L.L. (2015) Ontology Optimization Strategies for Sparse Vector Learning Using Gradient Descent Tricks. Journal of Com-putational Information Systems, 11, 6393-6402.

[6] Gao, W., Zhu, L.L. and Guo, Y. (2015) Multi-Dividing Infinite Push Ontology Algorithm. Engineering Letters, 23, 132-139.

[7] Yu, X., Wu, J.Z. and Gao, W. (2015) A New On-tology Optimization Algorithm for Similarity Measuring and Ontology Mapping in Multi-Dividing Setting. Journal of Computational Information Systems, 11, 3297-3305.

[8] 何国英, 高炜. 基于TLP经验模型的本体学习算法[J]. 大理学院学报, 2015, 13(12): 11-14.

[9] Gao, Y. and Gao, W. (2015) Ontology Similarity Measuring and Ontology Mapping Algorithms Based on Fused Lasso Signal Approximator. American Journal of Circuits, Systems and Signal Processing, 1, 14-19.

[10] Gao, Y., Gao, W. and Liang, L. (2013) A New k-Partite Ranking Learning Algorithm Based on AUC Metric and Application in Ontology. Scientific Journal of Computer Science, 3, 136-144.

[11] Craswell, N. and Hawking, D. (2003) Overview of the TREC 2003 Web Track. Proceedings of the Twelfth Text Retrieval Conference, Gaithersburg, NIST Special Publication, 78-92.

[12] Gao, Y. and Gao, W. (2012) Ontology Similarity Measure and Ontology Mapping via Learning Optimization Similarity Function. International Journal of Machine Learning and Computing, 2, 107-112.
http://dx.doi.org/10.7763/IJMLC.2012.V2.97

[13] Huang, X., Xu, T., Gao, W. and Jia, Z. (2011) Ontology Si-milarity Measure and Ontology Mapping via Fast Ranking Method. International Journal of Applied Physics and Ma-thematics, 1, 54-59.
http://dx.doi.org/10.7763/ijapm.2011.v1.11

[14] 王雅玡, 高炜, 张云港, 高云. 基于排序学习方法的本体相似度计算[C]. 3rd International Conference on Computational Intelligence and Industrial Application (PACIIA), 2010, 武汉, 20-23.

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