Extracting entity-based information in cyber-physical systems
This article proposes a framework P 3 E for evaluating entity extraction problem over cyber-physical system data. As known by us, this article is the first work focusing on this problem, which is an important step for identifying entities in cyber-physical system data. Directed by the initial entiti...
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Format: | Article |
Language: | English |
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Wiley
2017-04-01
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Series: | International Journal of Distributed Sensor Networks |
Online Access: | https://doi.org/10.1177/1550147717702653 |
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author | Yuchen Yang Lijie Li Guisheng Yin |
author_facet | Yuchen Yang Lijie Li Guisheng Yin |
author_sort | Yuchen Yang |
collection | DOAJ |
description | This article proposes a framework P 3 E for evaluating entity extraction problem over cyber-physical system data. As known by us, this article is the first work focusing on this problem, which is an important step for identifying entities in cyber-physical system data. Directed by the initial entities, utilizing the relaxation and verification techniques, P 3 E provides a path expression–based solution for entity extraction problem, which has following characteristics. First, using path expressions, P 3 E provides a condensed presentation for entity locations whose size may get very large when scaling up the data size. Second, requiring only one entity example to indicate the interests, using relaxation technique, P 3 E can discover other similar entities automatically. Third, by adjusting the example given to P 3 E , users can specify their own interesting entities and control the entities discovered by P 3 E . Besides, utilizing the idea of sharing computations, by extending previous automaton techniques, an efficient implementation of P 3 E is provided. Experimental results are reported, which show that P 3 E can provide an effective and efficient solution to the entity extraction problem. |
format | Article |
id | doaj-art-d9826ecfc3b046e9b65a6974d43e2bd5 |
institution | Kabale University |
issn | 1550-1477 |
language | English |
publishDate | 2017-04-01 |
publisher | Wiley |
record_format | Article |
series | International Journal of Distributed Sensor Networks |
spelling | doaj-art-d9826ecfc3b046e9b65a6974d43e2bd52025-02-03T06:45:31ZengWileyInternational Journal of Distributed Sensor Networks1550-14772017-04-011310.1177/1550147717702653Extracting entity-based information in cyber-physical systemsYuchen YangLijie LiGuisheng YinThis article proposes a framework P 3 E for evaluating entity extraction problem over cyber-physical system data. As known by us, this article is the first work focusing on this problem, which is an important step for identifying entities in cyber-physical system data. Directed by the initial entities, utilizing the relaxation and verification techniques, P 3 E provides a path expression–based solution for entity extraction problem, which has following characteristics. First, using path expressions, P 3 E provides a condensed presentation for entity locations whose size may get very large when scaling up the data size. Second, requiring only one entity example to indicate the interests, using relaxation technique, P 3 E can discover other similar entities automatically. Third, by adjusting the example given to P 3 E , users can specify their own interesting entities and control the entities discovered by P 3 E . Besides, utilizing the idea of sharing computations, by extending previous automaton techniques, an efficient implementation of P 3 E is provided. Experimental results are reported, which show that P 3 E can provide an effective and efficient solution to the entity extraction problem.https://doi.org/10.1177/1550147717702653 |
spellingShingle | Yuchen Yang Lijie Li Guisheng Yin Extracting entity-based information in cyber-physical systems International Journal of Distributed Sensor Networks |
title | Extracting entity-based information in cyber-physical systems |
title_full | Extracting entity-based information in cyber-physical systems |
title_fullStr | Extracting entity-based information in cyber-physical systems |
title_full_unstemmed | Extracting entity-based information in cyber-physical systems |
title_short | Extracting entity-based information in cyber-physical systems |
title_sort | extracting entity based information in cyber physical systems |
url | https://doi.org/10.1177/1550147717702653 |
work_keys_str_mv | AT yuchenyang extractingentitybasedinformationincyberphysicalsystems AT lijieli extractingentitybasedinformationincyberphysicalsystems AT guishengyin extractingentitybasedinformationincyberphysicalsystems |