分析印度犯罪状况的轻量级方法研究

IF 1.1 Q3 CRIMINOLOGY & PENOLOGY Journal of Applied Security Research Pub Date : 2021-12-02 DOI:10.1080/19361610.2021.2006031
B. Saini, Dinesh Saini, S. Srivastava, Mayank Aggarwal
{"title":"分析印度犯罪状况的轻量级方法研究","authors":"B. Saini, Dinesh Saini, S. Srivastava, Mayank Aggarwal","doi":"10.1080/19361610.2021.2006031","DOIUrl":null,"url":null,"abstract":"Abstract Crime prediction is an effort to cut down the crime rate and criminal activities in the society. This paper concentrates on monitoring the crime trends in India using data from 2001 to 2019. The work analyzes the crime condition in India by following a top-to bottom approach and implementing visualization and machine learning algorithms. Heat map visualization of India is done to focus on specific crime types for all states. Furthermore, various demography of human population like age-groups, sex, caste, etc., are considered to have a larger perspective of the issue. The model also suggest proactive measures based on these findings.","PeriodicalId":44585,"journal":{"name":"Journal of Applied Security Research","volume":"18 1","pages":"221 - 245"},"PeriodicalIF":1.1000,"publicationDate":"2021-12-02","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"2","resultStr":"{\"title\":\"A Study of Lightweight Approaches to Analyze Crime Conditions in India\",\"authors\":\"B. Saini, Dinesh Saini, S. Srivastava, Mayank Aggarwal\",\"doi\":\"10.1080/19361610.2021.2006031\",\"DOIUrl\":null,\"url\":null,\"abstract\":\"Abstract Crime prediction is an effort to cut down the crime rate and criminal activities in the society. This paper concentrates on monitoring the crime trends in India using data from 2001 to 2019. The work analyzes the crime condition in India by following a top-to bottom approach and implementing visualization and machine learning algorithms. Heat map visualization of India is done to focus on specific crime types for all states. Furthermore, various demography of human population like age-groups, sex, caste, etc., are considered to have a larger perspective of the issue. The model also suggest proactive measures based on these findings.\",\"PeriodicalId\":44585,\"journal\":{\"name\":\"Journal of Applied Security Research\",\"volume\":\"18 1\",\"pages\":\"221 - 245\"},\"PeriodicalIF\":1.1000,\"publicationDate\":\"2021-12-02\",\"publicationTypes\":\"Journal Article\",\"fieldsOfStudy\":null,\"isOpenAccess\":false,\"openAccessPdf\":\"\",\"citationCount\":\"2\",\"resultStr\":null,\"platform\":\"Semanticscholar\",\"paperid\":null,\"PeriodicalName\":\"Journal of Applied Security Research\",\"FirstCategoryId\":\"1085\",\"ListUrlMain\":\"https://doi.org/10.1080/19361610.2021.2006031\",\"RegionNum\":0,\"RegionCategory\":null,\"ArticlePicture\":[],\"TitleCN\":null,\"AbstractTextCN\":null,\"PMCID\":null,\"EPubDate\":\"\",\"PubModel\":\"\",\"JCR\":\"Q3\",\"JCRName\":\"CRIMINOLOGY & PENOLOGY\",\"Score\":null,\"Total\":0}","platform":"Semanticscholar","paperid":null,"PeriodicalName":"Journal of Applied Security Research","FirstCategoryId":"1085","ListUrlMain":"https://doi.org/10.1080/19361610.2021.2006031","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"Q3","JCRName":"CRIMINOLOGY & PENOLOGY","Score":null,"Total":0}
引用次数: 2

摘要

摘要犯罪预测是为了降低犯罪率和减少社会犯罪活动。本文利用2001年至2019年的数据,重点监测印度的犯罪趋势。这项工作通过自上而下的方法分析了印度的犯罪状况,并实现了可视化和机器学习算法。印度热图可视化是为了关注所有邦的特定犯罪类型。此外,各种人口统计学,如年龄组、性别、种姓等,被认为对这个问题有更大的看法。该模型还提出了基于这些发现的积极措施。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
查看原文
分享 分享
微信好友 朋友圈 QQ好友 复制链接
本刊更多论文
A Study of Lightweight Approaches to Analyze Crime Conditions in India
Abstract Crime prediction is an effort to cut down the crime rate and criminal activities in the society. This paper concentrates on monitoring the crime trends in India using data from 2001 to 2019. The work analyzes the crime condition in India by following a top-to bottom approach and implementing visualization and machine learning algorithms. Heat map visualization of India is done to focus on specific crime types for all states. Furthermore, various demography of human population like age-groups, sex, caste, etc., are considered to have a larger perspective of the issue. The model also suggest proactive measures based on these findings.
求助全文
通过发布文献求助,成功后即可免费获取论文全文。 去求助
来源期刊
Journal of Applied Security Research
Journal of Applied Security Research CRIMINOLOGY & PENOLOGY-
CiteScore
2.90
自引率
15.40%
发文量
35
期刊最新文献
Campus Security and Crime Prevention: A View from a Police Chief with a Ph.D. in Criminology Privacy, Data Protection and Cyber Crimes: Mapping Perceptions of Pakistani Users Theoretical and Experimental Framework for Estimating Cyber Victimization Risk in a Hybrid Physical-Virtual World Cybersecurity Risk Management Scenarios for Teaching Information Security Management The Rise of #Cartels: Exploring the Organizational Operations and Messaging of Public Perception on Twitter
×
引用
GB/T 7714-2015
复制
MLA
复制
APA
复制
导出至
BibTeX EndNote RefMan NoteFirst NoteExpress
×
×
提示
您的信息不完整,为了账户安全,请先补充。
现在去补充
×
提示
您因"违规操作"
具体请查看互助需知
我知道了
×
提示
现在去查看 取消
×
提示
确定
0
微信
客服QQ
Book学术公众号 扫码关注我们
反馈
×
意见反馈
请填写您的意见或建议
请填写您的手机或邮箱
已复制链接
已复制链接
快去分享给好友吧!
我知道了
×
扫码分享
扫码分享
Book学术官方微信
Book学术文献互助
Book学术文献互助群
群 号:481959085
Book学术
文献互助 智能选刊 最新文献 互助须知 联系我们:info@booksci.cn
Book学术提供免费学术资源搜索服务,方便国内外学者检索中英文文献。致力于提供最便捷和优质的服务体验。
Copyright © 2023 Book学术 All rights reserved.
ghs 京公网安备 11010802042870号 京ICP备2023020795号-1