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With the alarming rise in active shooter incidents (ASIs) in the United States, enhancing public safety through building design has become a pressing need. This study proposes a reinforcement learning-based simulation approach addressing…

人工智能 · 计算机科学 2024-07-16 Ruying Liu , Wanjing Wu , Burcin Becerik-Gerber , Gale M. Lucas

The increasing frequency of mass school shootings in the United States has been raised as a critical concern. Active shooters kill innocent students and educators in schools. These tragic events highlight the urgent need for effective…

计算机与社会 · 计算机科学 2024-12-06 Wei Dai , Yash Singh , Rui Zhang

Following recent shootings in the USA, a debate has erupted, one side favoring stricter gun control, the other promoting protection through more weapons. We provide a scientific foundation to inform this debate, based on mathematical,…

物理与社会 · 物理学 2013-02-12 Dominik Wodarz , Natalia L. Komarova

We propose a simple mathematical model to describe the evolution of violent crimes. For such purpose, we built a model based on ordinary differential equations that take into account the number of violent crimes and the number of legal and…

物理与社会 · 物理学 2022-05-20 Nuno Crokidakis

This study bridges the knowledge gap on how personal factors affect building occupants' responses in active shooter situations by applying interpretable machine learning methods to data from 107 participants. The personal factors studied…

计算机与社会 · 计算机科学 2025-03-11 Ruying Liu , Burçin Becerik-Gerber , Gale M. Lucas

The United States have some of the highest rates of gun violence among developed countries. Yet, there is a disagreement about the extent to which firearms should be regulated. In this study, we employ social media signals to examine the…

社会与信息网络 · 计算机科学 2022-05-03 Yelena Mejova , Jisun An , Gianmarco De Francisci Morales , Haewoon Kwak

The increasing adoption of Reinforcement Learning in safety-critical systems domains such as autonomous vehicles, health, and aviation raises the need for ensuring their safety. Existing safety mechanisms such as adversarial training,…

机器学习 · 计算机科学 2021-11-11 Paulina Stevia Nouwou Mindom , Amin Nikanjam , Foutse Khomh , John Mullins

Although recent model-free reinforcement learning algorithms have been shown to be capable of mastering complicated decision-making tasks, the sample complexity of these methods has remained a hurdle to utilizing them in many real-world…

机器学习 · 计算机科学 2020-04-21 Saeed Moazami , Peggy Doerschuk

To investigate the evacuation behaviors of pedestrians considering action of the guard and develop an effective evacuation strategy in the artificial attack, an extended floor field model was proposed. In this model, the assault on…

元胞自动机与格子气 · 物理学 2019-02-20 Chang-kun Chen , Yun-he Tong

Computer based models describing pedestrian behavior in an emergency evacuation play a vital role in the development of active strategies that minimize the evacuation time when a closed area must be evacuated. The reference model has a…

其他计算机科学 · 计算机科学 2014-01-22 Pablo Cristian Tissera , Alicia Castro , A. Marcela Printista , Emilio Luque

This study investigates general model-based incident handler's asymptotic behaviors in time against cyber attacks to control systems. The attacker's and the defender's dynamic decision making is modeled as an equilibrium of a dynamic…

系统与控制 · 电气工程与系统科学 2021-03-25 Hampei Sasahara , Henrik Sandberg

Simulation models of pedestrian dynamics have become an invaluable tool for evacuation planning. Typically crowds are assumed to stream unidirectionally towards a safe area. Simulated agents avoid collisions through mechanisms that belong…

多智能体系统 · 计算机科学 2020-10-08 Benedikt Kleinmeier , Gerta Köster , John Drury

In the United States, firearm-related deaths and injuries are a major public health issue. Because of limited federal action, state policies are particularly important, and their evaluation informs the actions of other policymakers. The…

应用统计 · 统计学 2025-12-17 Lee Kennedy-Shaffer , Alan Hamilton Kennedy

The Internet is a man-made complex system under constant attacks (e.g., Advanced Persistent Threats and malwares). It is therefore important to understand the phenomena that can be induced by the interaction between cyber attacks and cyber…

密码学与安全 · 计算机科学 2016-03-29 Ren Zheng , Wenlian Lu , Shouhuai Xu

In this work we applied several concepts on the modeling of complex systems in an attempt to save mankind in the case of a zombie apocalypse. We developed a dynamical system in order to model a zombie outbreak in which we, regular humans,…

The conflicts between armed groups often go on for years. The classical model of such conflicts accounts for the number of participants and for the technology level of the equipment of the groups. Below we extend this model in order to…

物理与社会 · 物理学 2008-10-23 Nikolay K. Vitanov , Stojcho Panchev

To investigate an effect of social interaction on the bystanders' intervention in emergency situations we introduce a rescue model which includes the effects of the victim's acquaintance with bystanders and those among bystanders. This…

物理与社会 · 物理学 2007-05-23 Hang-Hyun Jo , Woo-Sung Jung , Hie-Tae Moon

An attempt is made to quantitatively demonstrate the difference between a complex adaptive combat model and conventional combat models. The work shows that complex adaptive models may give rise to "turbulent" dynamics, which emerge once the…

适应与自组织系统 · 物理学 2007-05-23 M. K. Lauren

While the literature on security attacks and defense of Machine Learning (ML) systems mostly focuses on unrealistic adversarial examples, recent research has raised concern about the under-explored field of realistic adversarial attacks and…

机器学习 · 计算机科学 2023-05-23 Salijona Dyrmishi , Salah Ghamizi , Thibault Simonetto , Yves Le Traon , Maxime Cordy

In recent years, Deep Neural Network models have been developed in different fields, where they have brought many advances. However, they have also started to be used in tasks where risk is critical. A misdiagnosis of these models can lead…

机器学习 · 计算机科学 2024-02-13 Xabier Echeberria-Barrio , Amaia Gil-Lerchundi , Jon Egana-Zubia , Raul Orduna-Urrutia
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