Dual-domain analysis of gun violence incidents in the United States [PDF]
This paper applies new and recently introduced approaches to study trends in gun violence in the United States. We use techniques in both the time and frequency domain to provide a more complete understanding of gun violence dynamics. We analyze gun violence incidents on a state-by-state basis as recorded by the Gun Violence Archive.
arxiv +1 more source
VIDA: A simulation model of domestic VIolence in times of social DistAncing [PDF]
Violence against women occurs predominantly in the family and domestic context. The COVID-19 pandemic led Brazil to recommend and, at times, impose social distancing, with the partial closure of economic activities, schools, and restrictions on events and public services.
arxiv +1 more source
Reinforcement Learning-based Mixture of Vision Transformers for Video Violence Recognition [PDF]
Video violence recognition based on deep learning concerns accurate yet scalable human violence recognition. Currently, most state-of-the-art video violence recognition studies use CNN-based models to represent and categorize videos. However, recent studies suggest that pre-trained transformers are more accurate than CNN-based models on various video ...
arxiv
The Long-Run Impact of Electoral Violence on Health and Human Capital in Kenya [PDF]
This paper examines the long-term effects of prenatal, childhood, and teen exposure to electoral violence on health and human capital. Furthermore, it investigates whether these effects are passed down to future generations. We exploit the temporal and spatial variation of electoral violence in Kenya between 1992 and 2013 in conjunction with a ...
arxiv
Violence in Guatemala pushes adults and children to seek work in Mexico [PDF]
This article estimates the impact of violence on emigration crossings from Guatemala to Mexico as final destination during 2009-2017. To identify causal effects, we use as instruments the variation in deforestation in Guatemala, and the seizing of cocaine in Colombia. We argue that criminal organizations deforest land in Guatemala, fueling violence and
arxiv
Schools as a Safety-net: The Impact of School Closures and Reopenings on Rates of Reporting of Violence Against Children [PDF]
Ongoing school closures and gradual reopenings have been occurring since the beginning of the COVID-19 pandemic. One substantial cost of school closure is breakdown in channels of reporting of violence against children, in which schools play a considerable role. There is, however, little evidence documenting how widespread such a breakdown in reporting
arxiv
Violence originated from Facebook: A case study in Bangladesh [PDF]
Facebook as in social network is a great innovation of modern times. Among all social networking sites, Facebook is the most popular social network all over the world. Bangladesh is no exception. People use Facebook for various reasons e.g. social networking and communication, online shopping and business, knowledge and experience sharing etc. However,
arxiv +1 more source
Mexican violence displaces people, discourages international migration, and shrinks highway network connections [PDF]
This paper estimates the impact of violence on domestic and international migration in Mexico during 2005-2020. Unlike earlier studies, we use network analysis to quantify changes in the degree of interconnectedness among all municipalities in Mexico and with the US, breaking it down by origin-destination pairs.
arxiv
Violence Detection in Videos [PDF]
In the recent years, there has been a tremendous increase in the amount of video content uploaded to social networking and video sharing websites like Facebook and Youtube. As of result of this, the risk of children getting exposed to adult and violent content on the web also increased. To address this issue, an approach to automatically detect violent
arxiv
SSIVD-Net: A Novel Salient Super Image Classification & Detection Technique for Weaponized Violence [PDF]
Detection of violence and weaponized violence in closed-circuit television (CCTV) footage requires a comprehensive approach. In this work, we introduce the \emph{Smart-City CCTV Violence Detection (SCVD)} dataset, specifically designed to facilitate the learning of weapon distribution in surveillance videos.
arxiv