Multi-Modal Event Topic Model for Social Event Analysis
文献类型：期刊论文
| 作者 | Qian, Shengsheng1 ; Zhang, Tianzhu1; Xu, Changsheng; Shao, Jie2; Shengsheng Qian; Tianzhu Zhang; Changsheng Xu
|
| 刊名 | IEEE TRANSACTIONS ON MULTIMEDIA
 |
| 出版日期 | 2016-02-01 |
| 卷号 | 18期号:2页码:233-246 |
| 关键词 | Event evolution multi-modality social event tracking social media topic model |
| 英文摘要 | With the massive growth of social events in Internet, it has become more and more difficult to exactly find and organize the interesting events from massive social media data, which is useful to browse, search, and monitor social events by users or governments. To deal with this problem, we propose a novel multi-modal social event tracking and evolution framework to not only effectively capture multi-modal topics of social events, but also obtain the evolutionary trends of social events and generate effective event summary details over time. To achieve this goal, we propose a novel multi-modal event topic model (mmETM), which can effectively model social media documents, including long text with related images, and learn the correlations between textual and visual modalities to separate the visual-representative topics and non-visual-representative topics. To apply the mmETM model to social event tracking, we adopt an incremental learning strategy denoted as incremental mmETM, which can obtain informative textual and visual topics of social events over time to help understand these events and their evolutionary trends. To evaluate the effectiveness of our proposed algorithm, we collect a real-world dataset to conduct various experiments. Both qualitative and quantitative evaluations demonstrate that the proposed mmETM algorithm performs favorably against several state-of-the-art methods. |
| WOS标题词 | Science & Technology ; Technology |
| 类目[WOS] | Computer Science, Information Systems ; Computer Science, Software Engineering ; Telecommunications |
| 研究领域[WOS] | Computer Science ; Telecommunications |
| 关键词[WOS] | MULTIMEDIA ; TRACKING ; RETRIEVAL ; TEXT |
| 收录类别 | SCI |
| 语种 | 英语 |
| WOS记录号 | WOS:000368402400008 |
| 源URL | [http://ir.ia.ac.cn/handle/173211/10673]  |
| 专题 | 自动化研究所_模式识别国家重点实验室_多媒体计算与图形学团队 |
| 通讯作者 | Changsheng Xu |
| 作者单位 | 1.Chinese Acad Sci, Inst Automat, Natl Lab Pattern Recognit, Beijing 100190, Peoples R China 2.Univ Elect Sci & Technol, Sch Comp Sci & Engn, Big Media Comp Ctr, Chengdu 610051, Peoples R China |
| 推荐引用方式 GB/T 7714 | Qian, Shengsheng,Zhang, Tianzhu,Xu, Changsheng,et al. Multi-Modal Event Topic Model for Social Event Analysis[J]. IEEE TRANSACTIONS ON MULTIMEDIA,2016,18(2):233-246. |
| APA | Qian, Shengsheng.,Zhang, Tianzhu.,Xu, Changsheng.,Shao, Jie.,Shengsheng Qian.,...&Changsheng Xu.(2016).Multi-Modal Event Topic Model for Social Event Analysis.IEEE TRANSACTIONS ON MULTIMEDIA,18(2),233-246. |
| MLA | Qian, Shengsheng,et al."Multi-Modal Event Topic Model for Social Event Analysis".IEEE TRANSACTIONS ON MULTIMEDIA 18.2(2016):233-246. |
入库方式： OAI收割
来源：自动化研究所
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