全部 标题 作者
关键词 摘要

OALib Journal期刊
ISSN: 2333-9721
费用:99美元

查看量下载量

相关文章

更多...

基于分布式表示的单步推理
Single-Step Inference Based on Distributed Representation

DOI: 10.12677/CSA.2020.103057, PP. 553-563

Keywords: 分布式表示,单步推理,关系推理
Distributed Representation
, Single Step Inference, Relation Inference

Full-Text   Cite this paper   Add to My Lib

Abstract:

目前,现有知识图谱大多存在信息缺失的问题,作为知识图谱关键技术之一的关系推理可以完成对数据关系的深入分析和挖掘,是知识图谱领域的研究热点。本文主要介绍了几种常用的基于分布式表示的单步推理算法,概述了算法的训练过程和评价指标,为今后该领域的研究提供参考借鉴。
At present, most of the existing knowledge graphs have the problem of lack of information. As one of the key technologies of knowledge graph, relational inference can complete the indepth analysis and mining of data relations, which is a hot issue in the field of knowledge graph. This paper mainly introduces several common single step inference algorithms based on distributed representation, and describes the main process and evaluation index of the algorithm in order to provide reference for future research.

References

[1]  官赛萍, 靳小龙, 贾岩涛, 王元卓, 程学旗. 面向知识图谱的知识推理研究进展[J]. 软件学报, 2018, 29(10): 2966-2994.
[2]  Mikolov, T., Sutskever, I., Chen, K., et al. (2013) Distributed Representations of Words and Phrases and Their Compositionality. In: Proceedings of NIPS, MIT Press, Cambridge, MA, 3111-3119.
[3]  Mikolov, T., Chen, K., Corrado, G., et al. (2013) Efficient Estimation of Word Representations in Vector Space. Proceedings of ICLR, arXiv: 1301.3781.
[4]  刘知远, 孙茂松, 林衍凯, 谢若冰. 知识表示学习研究进展[J]. 计算机研究与发展, 2016, 53(2): 247-261.
[5]  Bordes, A., Usunier, N., Garcia-Duran, A., Weston, J. and Yakhnenko, O. (2013) Trans-lating Embeddings for Modeling Multi-Relational Data. In: Proceedings of the Advances in Neural Information Pro-cessing System, Curran Associates Inc., Red Hook, NY, 2787-2795
[6]  Wang, Z., Zhang, J., Feng, J., et al. (2014) Knowledge Graph Embedding by Translating on Hyperplanes. In: Proceedings of AAAI, AAAI, Menlo Park, CA, 1112-1119.
[7]  Lin, Y.K., et al. (2015) Learning Entity and Relation Embeddings for Knowledge Graph Completion. In: Proceedings of AAAI, AAAI, Menlo Park, CA, 2181-2187.
[8]  Ji, G., He, S., Xu, L., et al. (2015) Knowledge Graph Embedding via Dynamic Mapping Matrix. In: Proceedings of ACL, Stroudsburg, PA, 687-696.
https://doi.org/10.3115/v1/P15-1067
[9]  Fan, M., Zhou, Q., Chang, E. and Zheng, T.F. (2014) Transition-Based Knowledge Graph Embedding with Relational Mapping Properties. In: Proceedings of the 28th Pacific Asia Conference on Language, Information and Computation, ACL, Stroudsburg, 328-337.
[10]  Ji, G., Liu, K., He, S. and Zhao, J. (2016) Knowledge Graph Completion with Adaptive Sparse Transfer Matrix. In: Proceedings of the 30th AAAI Con-ference on Artificial Intelligence, AAAI, Menlo Park, CA, 985-991.
[11]  Wang, Z. and Li, J. (2016) Text-Enhanced Representation Learning for Knowledge Graph. In: Proceedings of the 25th International Joint Conference on Artificial Intelligence, AAAI, Menlo Park, CA, 1293-1299.
[12]  Jia, Y., Wang, Y., Lin, H., Jin, X. and Cheng, X. (2016) Locally Adaptive Translation for Knowledge Graph Embedding. In: Proceedings of the 30th AAAI Conference on Artificial Intelligence, AAAI, Menlo Park, CA, 992-998.
[13]  Xie, R., Liu, Z. and Sun, M. (2016) Representation Learning of Knowledge Graphs with Hierarchical Types. In: Proceedings of the 25th International Joint Conference on Artificial Intelligence, AAAI, Menlo Park, CA, 2965-2971.
[14]  Jiang, T., Liu, T., Ge, T., Sha, L., Chang, B., Li, S. and Sui, Z. (2016) Towards Time-Aware Knowledge Graph Completion. In: Proceedings of the 26th International Conference on Computational Linguistics, ACL, Stroudsburg, 1715-1724.
[15]  Tay, Y., Luu, A.T. and Hui, S.C. (2017) Non-Parametric Estimation of Multiple Embeddings for Link Prediction on Dynamic Knowledge Graphs. In: Proceedings of the 31st AAAI Conference on Artificial Intelligence, AAAI, Menlo Park, CA, 1243-1249.
[16]  人工智能-梯度下降法(1).
https://cloud.tencent.com/developer/news/238176, 2018.
[17]  Ruder, S. (2016) An Overview of Gradient Descent Optimization Algorithms.

Full-Text

Contact Us

service@oalib.com

QQ:3279437679

WhatsApp +8615387084133