中国科学院机构知识库网格
Chinese Academy of Sciences Institutional Repositories Grid
Measuring the Visual Complexities of Web Pages

文献类型:期刊论文

作者Wu, Ou1; Hu, Weiming1; Shi, Lei2; Ou Wu
刊名ACM TRANSACTIONS ON THE WEB
出版日期2013-03-01
卷号7期号:1
关键词Algorithms Performance Visual complexity (VisCom) quantification Web mining feature learning
英文摘要Visual complexities (VisComs) of Web pages significantly affect user experience, and automatic evaluation can facilitate a large number of Web-based applications. The construction of a model for measuring the VisComs of Web pages requires the extraction of typical features and learning based on labeled Web pages. However, as far as the authors are aware, little headway has been made on measuring VisCom in Web mining and machine learning. The present article provides a new approach combining Web mining techniques and machine learning algorithms for measuring the VisComs of Web pages. The structure of a Web page is first analyzed, and the layout is then extracted. Using a Web page as a semistructured image, three classes of features are extracted to construct a feature vector. The feature vector is fed into a learned measuring function to calculate the VisCom of the page.
WOS标题词Science & Technology ; Technology
类目[WOS]Computer Science, Information Systems ; Computer Science, Software Engineering
研究领域[WOS]Computer Science
关键词[WOS]AESTHETICS ; USERS
收录类别SCI ; SSCI
语种英语
WOS记录号WOS:000316416200001
源URL[http://ir.ia.ac.cn/handle/173211/3261]  
专题自动化研究所_模式识别国家重点实验室_视频内容安全团队
通讯作者Ou Wu
作者单位1.Chinese Acad Sci, Inst Automat, NLPR, Beijing 100864, Peoples R China
2.Yahoo Beijing Res Ctr, Beijing, Peoples R China
推荐引用方式
GB/T 7714
Wu, Ou,Hu, Weiming,Shi, Lei,et al. Measuring the Visual Complexities of Web Pages[J]. ACM TRANSACTIONS ON THE WEB,2013,7(1).
APA Wu, Ou,Hu, Weiming,Shi, Lei,&Ou Wu.(2013).Measuring the Visual Complexities of Web Pages.ACM TRANSACTIONS ON THE WEB,7(1).
MLA Wu, Ou,et al."Measuring the Visual Complexities of Web Pages".ACM TRANSACTIONS ON THE WEB 7.1(2013).

入库方式: OAI收割

来源:自动化研究所

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