Schema Extraction for Deep Web Query Interfaces Using Heuristics Rules

doi:10.1007/s10796-018-9863-6

淡江大學機構典藏 > 商管學院 > 資訊管理學系暨研究所 > 期刊論文 > Item 987654321/116892

請使用永久網址來引用或連結此文件: https://tkuir.lib.tku.edu.tw/dspace/handle/987654321/116892

題名:	Schema Extraction for Deep Web Query Interfaces Using Heuristics Rules
作者:	Jou, Chichang
關鍵詞:	Deep web;Query interface;Schema extraction;XML;Heuristic rules;String similarity
日期:	2019-02
上傳時間:	2019-06-27 12:10:34 (UTC+8)
出版者:	Springer
摘要:	Along with the popularity of the world wide web, data volumes inside web databases have been increasing tremendously. These deep web contents, hidden behind the query interfaces, are of much better quality than those in the surface web. Internet users need to fill in query conditions in the HTML query interface and click the submit button to obtain deep web data. Many deep web contents related applications, like named entity attribute collection, topic-focused crawling, and heterogeneous data integration, are based on understanding schema of these query interfaces. The schema needs to cover mappings of input elements and labels, data types of valid input values, and range constraints of the input values. Additionally, to extract these hidden data, the schema needs to include many form submission related information, like cookies and action types. We design and implement a Heuristics-based deep web query interface Schema Extraction system (HSE). In HSE, texts surrounding elements are collected as candidate labels.We propose a string similarity function and use a dynamic similarity threshold to cleanse candidate labels. In HSE, elements, candidate labels, and new lines in the query interface are streamlined to produce its Interface Expression (IEXP). By combining the user’s view and the designer’s view, with the aid of semantic information, we build heuristic rules to extract schema from IEXP of query interfaces in the ICQ dataset. These rules are constructed through utilizing (1) the characteristics of labels and elements, and (2) the spatial, group, and range relationships of labels and elements. Supplemented with form submission related information, the extracted schemas are then stored in the XML format, so that they could be utilized in further applications, like schema matching and merging for federated query interface integration. The experimental results on the TEL-8 dataset illustrate that HSE produces effective performance.
關聯:	Information Systems Frontiers 21(1), p.163–174
DOI:	10.1007/s10796-018-9863-6
顯示於類別:	[資訊管理學系暨研究所] 期刊論文

文件中的檔案:

檔案	描述	大小	格式	瀏覽次數
index.html		0Kb	HTML	175	檢視/開啟

在機構典藏中所有的資料項目都受到原著作權保護.

TAIR相關文章

資料載入中.....