Tracking Web Video Topics: Discovery, Visualization, and Monitoring

doi:10.1109/TCSVT.2011.2148470

	Tracking Web Video Topics: Discovery, Visualization, and Monitoring
	Cao, Juan 1; Ngo, Chong-Wah 2; Zhang, Yong-Dong 1; Li, Jin-Tao 1
	2011-12-01
发表期刊	IEEE TRANSACTIONS ON CIRCUITS AND SYSTEMS FOR VIDEO TECHNOLOGY
ISSN	1051-8215
卷号	21 期号:12 页码:1835-1846
摘要	Despite the massive growth of web-shared videos in Internet, efficient organization and monitoring of videos remains a practical challenge. While nowadays broadcasting channels are keen to monitor online events, identifying topics of interest from huge volume of user uploaded videos and giving recommendation to emerging topics are by no means easy. Specifically, such process involves discovering of new topic, visualization of the topic content, and incremental monitoring of topic evolution. This paper studies the problem from three aspects. First, given a large set of videos collected over months, an efficient algorithm based on salient trajectory extraction on a topic evolution link graph is proposed for topic discovery. Second, topic trajectory is visualized as a temporal graph in 2-D space, with one dimension as time and another as degree of hotness, for depicting the birth, growth, and decay of a topic. Finally, giving the previously discovered topics, an incremental monitoring algorithm is proposed to track newly uploaded videos, while discovering new topics and giving recommendation to potentially hot topics. We demonstrate the application on three months' videos crawled from YouTube during December 2008 to February 2009. Both objective and user studies are conducted to verify the performance.
关键词	Topic trajectory mining video recommendation visualization
DOI	10.1109/TCSVT.2011.2148470
收录类别	SCI
语种	英语
资助项目	National Basic Research Program of China (973 Program)[2007CB311100] ; Research Grants Council of the Hong Kong Special Administrative Region, China[CityU 119610] ; National Nature Science Foundation of China[60902090] ; National High Technology and Research Development Program of China (863 Program)[2009AA01A403] ; Beijing New Star Project on Science and Technology[2007B071]
WOS研究方向	Engineering
WOS类目	Engineering, Electrical & Electronic
WOS记录号	WOS:000297857600006
出版者	IEEE-INST ELECTRICAL ELECTRONICS ENGINEERS INC
引用统计	被引频次：31[WOS] [WOS记录] [WOS相关记录]
文献类型	期刊论文
条目标识符	http://119.78.100.204/handle/2XEOYT63/12744
专题	中国科学院计算技术研究所期刊论文_英文
通讯作者	Cao, Juan
作者单位	1.Chinese Acad Sci, Inst Comp Technol, Beijing 100190, Peoples R China 2.City Univ Hong Kong, Dept Comp Sci, Kowloon, Hong Kong, Peoples R China
推荐引用方式 GB/T 7714	Cao, Juan,Ngo, Chong-Wah,Zhang, Yong-Dong,et al. Tracking Web Video Topics: Discovery, Visualization, and Monitoring[J]. IEEE TRANSACTIONS ON CIRCUITS AND SYSTEMS FOR VIDEO TECHNOLOGY,2011,21(12):1835-1846.
APA	Cao, Juan,Ngo, Chong-Wah,Zhang, Yong-Dong,&Li, Jin-Tao.(2011).Tracking Web Video Topics: Discovery, Visualization, and Monitoring.IEEE TRANSACTIONS ON CIRCUITS AND SYSTEMS FOR VIDEO TECHNOLOGY,21(12),1835-1846.
MLA	Cao, Juan,et al."Tracking Web Video Topics: Discovery, Visualization, and Monitoring".IEEE TRANSACTIONS ON CIRCUITS AND SYSTEMS FOR VIDEO TECHNOLOGY 21.12(2011):1835-1846.