Knowledge graph reasoning: modern methods and applications
Knowledge reasoning over knowledge graph aims to discover new knowledge according to the existing knowledge.It is a pivotal technology to realize the human reasoning and decision-making ability of machine.The modern methods of knowledge reasoning over knowledge graph were studied systematically.And...
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| Format: | Article |
| Language: | zho |
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China InfoCom Media Group
2021-05-01
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| Series: | 大数据 |
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| Online Access: | http://www.j-bigdataresearch.com.cn/thesisDetails#10.11959/j.issn.2096-0271.2021025 |
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| _version_ | 1850212469210873856 |
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| author | Wenguang WANG |
| author_facet | Wenguang WANG |
| author_sort | Wenguang WANG |
| collection | DOAJ |
| description | Knowledge reasoning over knowledge graph aims to discover new knowledge according to the existing knowledge.It is a pivotal technology to realize the human reasoning and decision-making ability of machine.The modern methods of knowledge reasoning over knowledge graph were studied systematically.And the methods based on vector representations with a unified framework were introduced, including the methods based on embedding into Euclidean space and hyperbolic space, and based on deep learning methods such as convolution neural network, capsule network, graph neural network, etc.Simultaneously, the applications of knowledge reasoning in various technical fields and industries were presented, and the existing challenges and opportunities were pointed out as well. |
| format | Article |
| id | doaj-art-6f3fc5e68f114a8d9ba4451853c65c41 |
| institution | OA Journals |
| issn | 2096-0271 |
| language | zho |
| publishDate | 2021-05-01 |
| publisher | China InfoCom Media Group |
| record_format | Article |
| series | 大数据 |
| spelling | doaj-art-6f3fc5e68f114a8d9ba4451853c65c412025-08-20T02:09:21ZzhoChina InfoCom Media Group大数据2096-02712021-05-017202102559537831Knowledge graph reasoning: modern methods and applicationsWenguang WANGKnowledge reasoning over knowledge graph aims to discover new knowledge according to the existing knowledge.It is a pivotal technology to realize the human reasoning and decision-making ability of machine.The modern methods of knowledge reasoning over knowledge graph were studied systematically.And the methods based on vector representations with a unified framework were introduced, including the methods based on embedding into Euclidean space and hyperbolic space, and based on deep learning methods such as convolution neural network, capsule network, graph neural network, etc.Simultaneously, the applications of knowledge reasoning in various technical fields and industries were presented, and the existing challenges and opportunities were pointed out as well.http://www.j-bigdataresearch.com.cn/thesisDetails#10.11959/j.issn.2096-0271.2021025knowledge reasoning;hyperbolic space embedding;geometric operation;capsule network;graph neural network |
| spellingShingle | Wenguang WANG Knowledge graph reasoning: modern methods and applications 大数据 knowledge reasoning;hyperbolic space embedding;geometric operation;capsule network;graph neural network |
| title | Knowledge graph reasoning: modern methods and applications |
| title_full | Knowledge graph reasoning: modern methods and applications |
| title_fullStr | Knowledge graph reasoning: modern methods and applications |
| title_full_unstemmed | Knowledge graph reasoning: modern methods and applications |
| title_short | Knowledge graph reasoning: modern methods and applications |
| title_sort | knowledge graph reasoning modern methods and applications |
| topic | knowledge reasoning;hyperbolic space embedding;geometric operation;capsule network;graph neural network |
| url | http://www.j-bigdataresearch.com.cn/thesisDetails#10.11959/j.issn.2096-0271.2021025 |
| work_keys_str_mv | AT wenguangwang knowledgegraphreasoningmodernmethodsandapplications |