图 书 馆
从半结构化网页中提取引导信息Bootstrapping Information Extraction from Semi-structured Web Pages |
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| 课程网址: | http://videolectures.net/ecmlpkdd08_carlson_bief/ |
| 主讲教师: | Charles Schafer, Andrew Carlson |
| 开课单位: | 卡内基梅隆大学 |
| 开课时间: | 2008-10-10 |
| 课程语种: | 英语 |
| 中文简介: |  |
| 课程简介: | We consider the problem of extracting structured records from semi-structured web pages with no human supervision required for each target web site. Previous work on this problem has either required significant human effort for each target site or used brittle heuristics to identify semantic data types. Our method only requires annotation for a few pages from a few sites in the target domain. Thus, after a tiny investment of human effort, our method allows automatic extraction from potentially thousands of other sites within the same domain. Our approach extends previous methods for detecting data fields in semi-structured web pages by matching those fields to domain schema columns using robust models of data values and contexts. Annotating 2-5 pages for 4-6 web sites yields an extraction accuracy of 83.8% on job offer sites and 91.1% on vacation rental sites. These results significantly outperform a baseline approach. |
| 关 键 词: | 半结构化网页; 结构化记录; 自动提取 |
| 课程来源: | 视频讲座网 |
| 最后编审: | 2020-06-22：chenxin |
| 阅读次数: | 70 |