Measuring the Visual Complexities of Web Pages

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	Measuring the Visual Complexities of Web Pages
	Wu, Ou1 ; Hu, Weiming1 ; Shi, Lei 2; Ou Wu
发表期刊	ACM TRANSACTIONS ON THE WEB
	2013-03-01
卷号	7 期号:1 页码:33
文章类型	Article
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.
关键词	Algorithms Performance Visual Complexity (Viscom) Quantification Web Mining Feature Learning
WOS标题词	Science & Technology ; Technology
关键词[WOS]	AESTHETICS ; USERS
收录类别	SCI ; SSCi
语种	英语
WOS研究方向	Computer Science
WOS类目	Computer Science, Information Systems ; Computer Science, Software Engineering
WOS记录号	WOS:000316416200001
引用统计	被引频次：30[WOS] [WOS记录] [WOS相关记录]
文献类型	期刊论文
条目标识符	http://ir.ia.ac.cn/handle/173211/3261
专题	多模态人工智能系统全国重点实验室_视频内容安全
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
第一作者单位	模式识别国家重点实验室
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):33.
APA	Wu, Ou,Hu, Weiming,Shi, Lei,&Ou Wu.(2013).Measuring the Visual Complexities of Web Pages.ACM TRANSACTIONS ON THE WEB,7(1),33.
MLA	Wu, Ou,et al."Measuring the Visual Complexities of Web Pages".ACM TRANSACTIONS ON THE WEB 7.1(2013):33.

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