Two Birds With One Stone: A Coupled Poisson Deconvolution for Detecting and Describing Topics From Multimodal Web Data
文献类型：期刊论文
| 作者 | Pang, Junbiao1; Tao, Fei8; Huang, Qingming6,7; Tian, Qi4,5; Yin, Baocai2,3 |
| 刊名 | IEEE TRANSACTIONS ON NEURAL NETWORKS AND LEARNING SYSTEMS
 |
| 出版日期 | 2019-08-01 |
| 卷号 | 30期号:8页码:2397-2409 |
| 关键词 | Multimodal description Poisson deconvolution (PD) topic coherent topic description topic detection on Web |
| ISSN号 | 2162-237X |
| DOI | 10.1109/TNNLS.2018.2872997 |
| 英文摘要 | Organizing multimodal Web pages into hot topics is the core step to grasp trends on the Web. However, the less-constrained social media generate noisy user-generated content, which makes a detected topic be less coherent and less interpretable. In this paper, we address this problem by proposing a coupled Poisson deconvolution to jointly handle topic detection and topic description. For the topic detection, the interestingness of a topic is estimated from the similarities refined by the description of topics; for the topic description, the interestingness of topics is leveraged to describe topics. Two processes cyclically detect interesting topics and generate the multimodal description of topics. This is the innovation of this paper, which just likes killing two birds with one stone. Experiments not only show the significantly improved accuracies for the topic detection but also demonstrate the interpretable descriptions for the topic description on two public data sets. |
| 资助项目 | Natural Science Foundation of China[61672069] ; Natural Science Foundation of China[61872333] ; Natural Science Foundation of China[61472387] ; Natural Science Foundation of China[61332016] ; Natural Science Foundation of China[61620106009] ; Natural Science Foundation of China[U1636214] ; Natural Science Foundation of China[61650202] ; National Basic Research Program of China (973 Program)[2015CB351800] ; China Post-Doctoral Research Foundation ; Beijing Municipal Commission of Education[KM201610005034] ; Key Research Program of Frontier Sciences, CAS[QYZDJ-SSW-SYS013] ; National Science Foundation of China[61429201] ; ARO[W911NF-15-1-0290] ; NEC Laboratories of America and Blippar ; Blippar |
| WOS研究方向 | Computer Science ; Engineering |
| 语种 | 英语 |
| WOS记录号 | WOS:000476787300013 |
| 出版者 | IEEE-INST ELECTRICAL ELECTRONICS ENGINEERS INC |
| 源URL | [http://119.78.100.204/handle/2XEOYT63/4510]  |
| 专题 | 中国科学院计算技术研究所期刊论文_英文 |
| 通讯作者 | Huang, Qingming |
| 作者单位 | 1.Beijing Univ Technol, Fac Informat Technol, Beijing 100124, Peoples R China 2.Beijing Univ Technol, Beijing 100124, Peoples R China 3.Dalian Univ Technol, Dalian 116024, Peoples R China 4.Univ Texas San Antonio, Dept Comp Sci, San Antonio, TX 78249 USA 5.Huawei Noahs Ark Lab, Shenzhen 518129, Peoples R China 6.Chinese Acad Sci, Inst Comp Technol, Beijing 100190, Peoples R China 7.Chinese Acad Sci, Univ Chinese Acad Sci, Beijing 100049, Peoples R China 8.Beijing Qihoo Technol Co Ltd, Beijing 100015, Peoples R China |
| 推荐引用方式 GB/T 7714 | Pang, Junbiao,Tao, Fei,Huang, Qingming,et al. Two Birds With One Stone: A Coupled Poisson Deconvolution for Detecting and Describing Topics From Multimodal Web Data[J]. IEEE TRANSACTIONS ON NEURAL NETWORKS AND LEARNING SYSTEMS,2019,30(8):2397-2409. |
| APA | Pang, Junbiao,Tao, Fei,Huang, Qingming,Tian, Qi,&Yin, Baocai.(2019).Two Birds With One Stone: A Coupled Poisson Deconvolution for Detecting and Describing Topics From Multimodal Web Data.IEEE TRANSACTIONS ON NEURAL NETWORKS AND LEARNING SYSTEMS,30(8),2397-2409. |
| MLA | Pang, Junbiao,et al."Two Birds With One Stone: A Coupled Poisson Deconvolution for Detecting and Describing Topics From Multimodal Web Data".IEEE TRANSACTIONS ON NEURAL NETWORKS AND LEARNING SYSTEMS 30.8(2019):2397-2409. |
入库方式： OAI收割
来源：计算技术研究所
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