Exploration of transe in a distributed environment

Meiyan Lu; Lejian Liao; Feng Zhang; Dandan Song

doi:10.1109/ICDCS47774.2020.00190

Exploration of transe in a distributed environment

Meiyan Lu, Lejian Liao, Feng Zhang, Dandan Song

计算机学院

科研成果: 书/报告/会议事项章节 › 会议稿件 › 同行评审

2 引用（Scopus）

摘要

Knowledge graph is popular in knowledge mining fields. TransE uses the structure information of triples (^-?eh + ^-?er ˜ ^-?et) to embed knowledge graphs into a continuous vector space, which is a very important component in knowledge representations. However, current TransE models are only implemented on single-node machines. With the explosive growth of data volumes, single-node TransE cannot meet the demand for data processing of large knowledge graphs, so a distributed TransE is urgently needed. In this poster, we propose a distributed TransE written in MPI, which can run on HPC clusters. In our experiments, our distributed TransE exhibits high-performance speedup and accuracy.

源语言	英语
主期刊名	Proceedings - 2020 IEEE 40th International Conference on Distributed Computing Systems, ICDCS 2020
出版商	Institute of Electrical and Electronics Engineers Inc.
页	1173-1174
页数	2
ISBN（电子版）	9781728170022
DOI	https://doi.org/10.1109/ICDCS47774.2020.00190
出版状态	已出版 - 11月 2020
活动	40th IEEE International Conference on Distributed Computing Systems, ICDCS 2020 - Singapore, 新加坡期限: 29 11月 2020 → 1 12月 2020

出版系列

姓名	Proceedings - International Conference on Distributed Computing Systems
卷	2020-November

会议

会议	40th IEEE International Conference on Distributed Computing Systems, ICDCS 2020
国家/地区	新加坡
市	Singapore
时期	29/11/20 → 1/12/20

访问文件

10.1109/ICDCS47774.2020.00190

其它文件与链接

链接到 Scopus 的出版物

引用此

Lu, M., Liao, L., Zhang, F., & Song, D. (2020). Exploration of transe in a distributed environment. 在 Proceedings - 2020 IEEE 40th International Conference on Distributed Computing Systems, ICDCS 2020 (页码 1173-1174). 文章 09355803 (Proceedings - International Conference on Distributed Computing Systems; 卷 2020-November). Institute of Electrical and Electronics Engineers Inc.. https://doi.org/10.1109/ICDCS47774.2020.00190

@inproceedings{3ac98f2bf1194c99813b8f97b4bd2731,

title = "Exploration of transe in a distributed environment",

abstract = "Knowledge graph is popular in knowledge mining fields. TransE uses the structure information of triples (-?eh + -?er ˜ -?et) to embed knowledge graphs into a continuous vector space, which is a very important component in knowledge representations. However, current TransE models are only implemented on single-node machines. With the explosive growth of data volumes, single-node TransE cannot meet the demand for data processing of large knowledge graphs, so a distributed TransE is urgently needed. In this poster, we propose a distributed TransE written in MPI, which can run on HPC clusters. In our experiments, our distributed TransE exhibits high-performance speedup and accuracy.",

keywords = "Distributed TransE, Knowledge Graph, MPI",

author = "Meiyan Lu and Lejian Liao and Feng Zhang and Dandan Song",

note = "Publisher Copyright: {\textcopyright} 2020 IEEE.; 40th IEEE International Conference on Distributed Computing Systems, ICDCS 2020 ; Conference date: 29-11-2020 Through 01-12-2020",

year = "2020",

month = nov,

doi = "10.1109/ICDCS47774.2020.00190",

language = "English",

series = "Proceedings - International Conference on Distributed Computing Systems",

publisher = "Institute of Electrical and Electronics Engineers Inc.",

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booktitle = "Proceedings - 2020 IEEE 40th International Conference on Distributed Computing Systems, ICDCS 2020",

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Lu, M, Liao, L, Zhang, F & Song, D 2020, Exploration of transe in a distributed environment. 在 Proceedings - 2020 IEEE 40th International Conference on Distributed Computing Systems, ICDCS 2020., 09355803, Proceedings - International Conference on Distributed Computing Systems, 卷 2020-November, Institute of Electrical and Electronics Engineers Inc., 页码 1173-1174, 40th IEEE International Conference on Distributed Computing Systems, ICDCS 2020, Singapore, 新加坡, 29/11/20. https://doi.org/10.1109/ICDCS47774.2020.00190

Exploration of transe in a distributed environment. / Lu, Meiyan; Liao, Lejian; Zhang, Feng 等.
Proceedings - 2020 IEEE 40th International Conference on Distributed Computing Systems, ICDCS 2020. Institute of Electrical and Electronics Engineers Inc., 2020. 页码 1173-1174 09355803 (Proceedings - International Conference on Distributed Computing Systems; 卷 2020-November).

科研成果: 书/报告/会议事项章节 › 会议稿件 › 同行评审

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T1 - Exploration of transe in a distributed environment

AU - Lu, Meiyan

AU - Liao, Lejian

AU - Zhang, Feng

AU - Song, Dandan

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N2 - Knowledge graph is popular in knowledge mining fields. TransE uses the structure information of triples (-?eh + -?er ˜ -?et) to embed knowledge graphs into a continuous vector space, which is a very important component in knowledge representations. However, current TransE models are only implemented on single-node machines. With the explosive growth of data volumes, single-node TransE cannot meet the demand for data processing of large knowledge graphs, so a distributed TransE is urgently needed. In this poster, we propose a distributed TransE written in MPI, which can run on HPC clusters. In our experiments, our distributed TransE exhibits high-performance speedup and accuracy.

AB - Knowledge graph is popular in knowledge mining fields. TransE uses the structure information of triples (-?eh + -?er ˜ -?et) to embed knowledge graphs into a continuous vector space, which is a very important component in knowledge representations. However, current TransE models are only implemented on single-node machines. With the explosive growth of data volumes, single-node TransE cannot meet the demand for data processing of large knowledge graphs, so a distributed TransE is urgently needed. In this poster, we propose a distributed TransE written in MPI, which can run on HPC clusters. In our experiments, our distributed TransE exhibits high-performance speedup and accuracy.

KW - Distributed TransE

KW - Knowledge Graph

KW - MPI

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U2 - 10.1109/ICDCS47774.2020.00190

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M3 - Conference contribution

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T3 - Proceedings - International Conference on Distributed Computing Systems

SP - 1173

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BT - Proceedings - 2020 IEEE 40th International Conference on Distributed Computing Systems, ICDCS 2020

PB - Institute of Electrical and Electronics Engineers Inc.

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ER -

Lu M, Liao L, Zhang F, Song D. Exploration of transe in a distributed environment. 在 Proceedings - 2020 IEEE 40th International Conference on Distributed Computing Systems, ICDCS 2020. Institute of Electrical and Electronics Engineers Inc. 2020. 页码 1173-1174. 09355803. (Proceedings - International Conference on Distributed Computing Systems). doi: 10.1109/ICDCS47774.2020.00190

Exploration of transe in a distributed environment

摘要

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会议

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引用此