Real-Time Detection of Violence and Extremism from Social Media
Real-Time Detection of Violence and Extremism from Social Media
批准号:
EP/J020427/1
负责人:
Yulan He
金额:
$14.52万
依托单位:
依托单位国家:
英国
项目类别:
Research Grant
财政年份:
2012
资助国家:
英国
项目状态:
已结题
起止时间:
2012 至 --
中文摘要
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英文摘要
The explosive use of social media tools in recent years has turned them into a double-edged sword. On one hand, social media is viewed as a positive factor in Middle East revolutions. On the other hand, violence events such as the UK riots occurred in August this year appeared to be driven by the use of social media. The proposed project represents a timely development of intelligent systems for addressing the emerging defense and security issues arising from social media.The proposed research describes a new approach to detecting trends of violent radicalization and extremism from social media. In particular, it proposes a Bayesian modeling approach which detects violence contents from social media without the use of any labelled data. Words indicating violence, anger, hate, racism, etc. are naturally incorporated as prior knowledge into the model learning process. Efficient online parameter updating and parallel data processing procedures will be investigated. This proposal falls into the area of "Extracting meaningful information" listed in the original call for proposals. It particularly aims to tackle the technical challenge of real-time processing of large-scale social media data for early detection of violent extremism from text. The results of the research are potentially very important to society as they aim to enable the deployment of the forces of law to prevent violent events.
期刊论文(7)
专著(0)
科研奖励(0)
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DOI:
10.1145/2481492.2481497
发表时间:
2013-05
期刊:
Proceedings of the 24th ACM Conference on Hypertext and Social Media
影响因子:
--
作者:
[A. Cano;Andrea Varga;Matthew Rowe;F. Ciravegna;Yulan He]
通讯作者:
A. Cano;Andrea Varga;Matthew Rowe;F. Ciravegna;Yulan He
Dynamic joint sentiment-topic model
动态联合情感主题模型
DOI:
10.1145/2542182.2542188
发表时间:
2014
期刊:
ACM Transactions on Intelligent Systems and Technology
影响因子:
5
作者:
[He Y]
通讯作者:
He Y
DOI:
10.1145/2484028.2484103
发表时间:
2013-07
期刊:
Proceedings of the 36th international ACM SIGIR conference on Research and development in information retrieval
影响因子:
--
作者:
[Wayne Xin Zhao;Yanwei Guo;Rui Yan;Yulan He;Xiaoming Li]
通讯作者:
Wayne Xin Zhao;Yanwei Guo;Rui Yan;Yulan He;Xiaoming Li
Infer User Interests via Link Structure Regularization
通过链接结构正则化推断用户兴趣
DOI:
10.1145/2499380
发表时间:
2014-04
期刊:
ACM Transactions on Intelligent Systems and Technology
影响因子:
5
作者:
[王锦鹏, 赵鑫, He Yulan, 李晓明]
通讯作者:
李晓明
DOI:
10.1145/2184436.2184437
发表时间:
2012-06
期刊:
ACM Trans. Asian Lang. Inf. Process.
影响因子:
--
作者:
[Yulan He]
通讯作者:
Yulan He
共 6 条
Twenty20Insight
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批准号:EP/T017112/2
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项目类别:Research Grant
-
资助金额:$11.48万
-
财政年份:2022
-
负责人:Yulan He
-
依托单位:
Twenty20Insight
-
批准号:EP/T017112/1
-
项目类别:Research Grant
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资助金额:$55.32万
-
财政年份:2020
-
负责人:Yulan He
-
依托单位:
Real-Time Detection of Violence and Extremism from Social Media
-
批准号:EP/J020427/2
-
项目类别:Research Grant
-
资助金额:$5.22万
-
财政年份:2013
-
负责人:Yulan He
-
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