.png){kind=icon}
返回
Tracking news article evolution by dense subgraph learning
.png){kind=icon}
PRE
AI
DOI：10.1016/j.neucom.2015.05.016.png)
.png){kind=icon}
原文求助.png){kind=icon}
分享.png){kind=icon}
收藏
摘要
En 中文
As an important and challenging problem, effective knowledge discovery from news event evolution over massive news articles plays a critical role in public opinion analysis and social information security. Most existing methods for news knowledge discovery resort to news event detection based on connecting a sequence of news articles over time. However, they usually have to predetermine the temporal path length of news event evolution, which leads to the algorithmic inflexibility in practice. Moreover, they are incapable of well capturing the intrinsic contextual information among the news events, resulting in the performance degradation in noisy data. To address these issues, we propose a context-dependent news knowledge discovery method based on temporally successive news article connection using subgraph learning. The proposed method is able to adaptively construct a cross-article link network along the temporal dimension, and effectively discovers the news event pattern by dense subgraph learning using the contextual news connection structures. Based on the learning structures, we present a fast and accurate link path inference method (i.e., maximum-flow rule and minimal-connection rule). Experimental results on three benchmark datasets demonstrate the effectiveness of the proposed method. (C) 2015 Elsevier B.V. All rights reserved.
Keyword:
News tracking
News article evolution
Dense subgraphs
AI总结
对已上传原文的论文进行重点信息的提取，主要内容包括：简要概述、研究摘要、背景介绍、关键亮点、图文解析、展望与总结。
期刊
IF:
6.5
论文数:
2.5W
被引数:
6.5W
机构
引用论文
Wet-Spinning Fabrication of Poly(3,4-vinyl dioxythiophene): Poly(styrenesulfonate)/Sodium Alginate Fibers Function as Intelligent Off/On Switchable Microwave Absorber湿法纺丝制备的聚(3,4-乙烯基二氧噻吩):聚(苯乙烯磺酸盐)/海藻酸钠纤维作为智能开/关可控的微波吸收剂
PREAI
分享收藏Coordination complexes of niobium and tantalum. V. Eight-coordinated di- and triperoxoniobates(V) and -tantalates(V) with some nitrogen and oxygen bidentate ligands铌和钽的配合物。五。具有一些氮和氧双齿配体的八配位的二过氧化物和三过氧化物铌酸盐 (V) 和钽酸盐 (V)
PREAI
分享收藏Strain-Insensitive Supercapacitors for Self-Powered Sensing Textiles抗应变超级电容器用于自供能传感纺织品.png)
ACS NANO
ACS NANOIF16
PREAI
分享收藏Monitoring the On-Surface Boronic Acid Condensation Process at the Nanoscale Using Tip-Enhanced Raman Spectroscopy利用-tip增强拉曼光谱监测纳观尺度上的表面硼酸缩合过程ACS NANO
ACS NANOIF16
PREAI
分享收藏IMPLEMENTATION OF A DRIVING SIMULATOR BASED ON A STEWART PLATFORM AND COMPUTER GRAPHICS TECHNOLOGIES基于Stewart平台和计算机图形技术的驾驶模拟器实现
OAAI
OAAI分享收藏
查看更多内容