Crowd-sourcing Web knowledge for metadata extraction

机译：众包Web知识以进行元数据提取

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摘要

We explore a new metadata extraction framework without human annotators with the ground truth harvested from Web. A new training sample is selected based on not only the uncertainty and representativeness in the unlabeled pool, but also on its availability and credibility in Web knowledge bases. We construct a dataset of 4329 books with valid metadata and evaluate our approach using 5 Web book databases as oracles. Empirical results demonstrate its effectiveness and efficiency.

机译：我们探索了一个新的元数据提取框架，该框架没有人工注释者，而是从Web上收集了基本事实。选择新的培训样本不仅基于未标记池中的不确定性和代表性，还基于其在Web知识库中的可用性和信誉。我们使用有效的元数据构建4329本书的数据集，并使用5个Web图书数据库作为oracle评估我们的方法。实证结果证明了其有效性和效率。

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来源
《2014 IEEE/ACM Joint Conference on Digital Libraries》|2014年|141-144|共4页
会议地点 London(GB)
作者
Zhaohui Wu; Wenyi Huang; Chen Liang; Giles C.L.;
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作者单位

Comput. Sci. Eng., Pennsylvania State Univ., University Park, PA, USA;

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会议组织
原文格式 PDF
正文语种 eng
中图分类
关键词
Internet; knowledge based systems; learning (artificial intelligence); meta data; query processing; Web Knowledge crowdsourcing; Web book databases; Web knowledge bases; metadata extraction framework; oracles; training sample; Abstracts; IP networks; Welding;

机译：互联网;基于知识的系统;学习（人工智能）;元数据;查询处理; Web知识众包; Web图书数据库; Web知识库;元数据提取框架; Oracle;培训样本;摘要; IP网络;焊接;;

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专利

1. Metadata and Knowledge Management driven Web-based Learning Information System towards Web/e-Learning 3.0 [J] . Hugo Rego, Tiago Moreira, Erla Morales, International Journal of Emerging Technologies in Learning (iJET) . 2010,第2期

机译：元数据和知识管理驱动了基于Web的学习信息系统，用于网/电子学习3.0
2. Web metadata extraction and semantic indexing for learning objects extraction [J] . John Atkinson, Andrea Gonzalez, Mauricio Munoz, Applied Intelligence: The International Journal of Artificial Intelligence, Neural Networks, and Complex Problem-Solving Technologies . 2014,第2期

机译：Web元数据提取和语义索引用于学习对象提取
3. Metadata: shaping knowledge from antiquity to the semantic web [J] . H. I. Kilov Computing reviews . 2017,第7期

机译：元数据：从古代到语义网的知识形成
4. Crowd-sourcing Web knowledge for metadata extraction [C] . Zhaohui Wu, Wenyi Huang, Chen Liang, IEEE/ACM Joint Conference on Digital Libraries . 2014

机译：人群采购元数据提取的网络知识
5. Supporting Web content quality: Formalizing metadata concepts for the Web domain. [D] . Gregg, Dawn Greayer. 2000

机译：支持Web内容质量：正式化Web域的元数据概念。
6. Enhancing Knowledge Graph Extraction and Validation From Scholarly Publications Using Bibliographic Metadata [O] . Houcemeddine Turki, Mohamed Ali Hadj Taieb, Mohamed Ben Aouicha, 2021

机译：使用书目元数据提高学术出版物的知识图提取和验证
7. Crowd-sourcing Web Knowledge for Metadata Extraction [O] . Zhaohui Wuy, Wenyi Huangz, Chen Liangz, 2015

机译：用于元数据提取的众包Web知识

Crowd-sourcing Web knowledge for metadata extraction

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