On the Risk Assessment of Terrorist Attacks Coupled with Multi-Source Factors
文献类型:期刊论文
作者 | Zhang, Xun1,2; Jin, Min1; Fu, Jingying2,3![]() ![]() |
刊名 | ISPRS INTERNATIONAL JOURNAL OF GEO-INFORMATION
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出版日期 | 2018-09-01 |
卷号 | 7期号:9页码:19 |
关键词 | location recommendation algorithm risk assessment terrorist attacks multi-source factors spatial clustering |
ISSN号 | 2220-9964 |
DOI | 10.3390/ijgi7090354 |
通讯作者 | Fu, Jingying(fujy@igsnrr.ac.cn) ; Hao, Mengmeng(haomm.16b@igsnrr.ac.cn) |
英文摘要 | Terrorism has wreaked havoc on today's society and people. The discovery of the regularity of terrorist attacks is of great significance to the global counterterrorism strategy. In this study, we improve the traditional location recommendation algorithm coupled with multi-source factors and spatial characteristics. We used the data of terrorist attacks in Southeast Asia from 1970 to 2016, and comprehensively considered 17 influencing factors, including socioeconomic and natural resource factors. The improved recommendation algorithm is used to build a spatial risk assessment model of terrorist attacks, and the effectiveness is tested. The model trained in this study is tested with precision, recall, and F-Measure. The results show that, when the threshold is 0.4, the precision is as high as 88%, and the F-Measure is the highest. We assess the spatial risk of the terrorist attacks in Southeast Asia through experiments. It can be seen that the southernmost part of the Indochina peninsula and the Philippines are high-risk areas and that the medium-risk and high-risk areas are mainly distributed in the coastal areas. Therefore, future anti-terrorism measures should pay more attention to these areas. |
WOS关键词 | CIVIL-WAR ; VIOLENCE |
资助项目 | Chinese Academy of Sciences key deployment topics[ZDRWZS-2016-6-1] ; Ministry of Education Humanities and Social Sciences Research Youth Fund Project[15YJCZH224] ; Chinese Academy of Sciences Key Deployment Project[ZDRW-ZS-2017-4] ; China Postdoctoral Science Fund 62nd batch of projects[2017M620885] ; Beijing Natural Science Foundation[9162002] |
WOS研究方向 | Physical Geography ; Remote Sensing |
语种 | 英语 |
WOS记录号 | WOS:000445767900022 |
出版者 | MDPI |
资助机构 | Chinese Academy of Sciences key deployment topics ; Ministry of Education Humanities and Social Sciences Research Youth Fund Project ; Chinese Academy of Sciences Key Deployment Project ; China Postdoctoral Science Fund 62nd batch of projects ; Beijing Natural Science Foundation |
源URL | [http://ir.igsnrr.ac.cn/handle/311030/52869] ![]() |
专题 | 中国科学院地理科学与资源研究所 |
通讯作者 | Fu, Jingying; Hao, Mengmeng |
作者单位 | 1.Beijing Technol & Business Univ, Sch Comp & Informat Engn, Beijing Key Lab Food Safety Big Data Technol, 11 Fucheng Rd, Beijing 100048, Peoples R China 2.Chinese Acad Sci, Inst Geog Sci & Nat Resources Res, Key Lab Resources Utilizat & Environm Remediat, 11A Datun Rd, Beijing 100101, Peoples R China 3.Univ Chinese Acad Sci, Beijing 100049, Peoples R China |
推荐引用方式 GB/T 7714 | Zhang, Xun,Jin, Min,Fu, Jingying,et al. On the Risk Assessment of Terrorist Attacks Coupled with Multi-Source Factors[J]. ISPRS INTERNATIONAL JOURNAL OF GEO-INFORMATION,2018,7(9):19. |
APA | Zhang, Xun,Jin, Min,Fu, Jingying,Hao, Mengmeng,Yu, Chongchong,&Xie, Xiaolan.(2018).On the Risk Assessment of Terrorist Attacks Coupled with Multi-Source Factors.ISPRS INTERNATIONAL JOURNAL OF GEO-INFORMATION,7(9),19. |
MLA | Zhang, Xun,et al."On the Risk Assessment of Terrorist Attacks Coupled with Multi-Source Factors".ISPRS INTERNATIONAL JOURNAL OF GEO-INFORMATION 7.9(2018):19. |
入库方式: OAI收割
来源:地理科学与资源研究所
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