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The synthetic control method is an empirical methodology forcausal inference using observational data. By observing thespread of COVID-19 throughout the world, we analyze the dataon the number of deaths and cases in different regions…

计算机与社会 · 计算机科学 2020-09-29 Niloofar Bayat , Cody Morrin , Yuheng Wang , Vishal Misra

In the context of the ongoing Covid-19 pandemic, several reports and studies have attempted to model and predict the spread of the disease. There is also intense debate about policies for limiting the damage, both to health and to the…

物理与社会 · 物理学 2020-05-04 Harshad Khadilkar , Tanuja Ganu , Deva P Seetharam

As we reach the apex of the COVID-19 pandemic, the most pressing question facing us is: can we even partially reopen the economy without risking a second wave? We first need to understand if shutting down the economy helped. And if it did,…

计量经济学 · 经济学 2020-05-12 Anish Agarwal , Abdullah Alomar , Arnab Sarker , Devavrat Shah , Dennis Shen , Cindy Yang

This paper evaluates the dynamic impact of various policies adopted by US states on the growth rates of confirmed Covid-19 cases and deaths as well as social distancing behavior measured by Google Mobility Reports, where we take into…

计量经济学 · 经济学 2020-10-21 Victor Chernozhukov , Hiroyuki Kasaha , Paul Schrimpf

In a pandemic like Covid-19, there are many countries of lower-earning cannot provide a complete locked-down within the duration of the detected case. The locked-down may result in famine throughout the region of underdeveloped countries…

种群与进化 · 定量生物学 2020-05-15 M. E. Hoque , S. K. Das

Are COVID-19 fatalities large when a federal government does not enforce containment policies and instead allow states to implement their own policies? We answer this question by developing a stochastic extension of a SIRD epidemiological…

综合经济学 · 经济学 2020-12-16 Jean-Paul Renne , Guillaume Roussellet , Gustavo Schwenkler

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

COVID-19, a global pandemic of unprecedented scale, has had a profound impact on nations worldwide, resulting in the tragic loss of nearly 1.1 million lives in the United States and a staggering 7 million worldwide. In the absence of…

物理与社会 · 物理学 2023-11-07 Paramahansa Pramanik

To reduce the impact of COVID-19 pandemic most countries have implemented several counter-measures to control the virus spread including school and border closing, shutting down public transport and workplace and restrictions on gathering.…

社会与信息网络 · 计算机科学 2020-09-14 Ahmed Ben Said , Abdelkarim Erradi , Hussein Aly , Abdelmonem Mohamed

We show that the dynamics of the number of deaths due to Covid in different countries is to a large extent universal once the origin of time is chosen to be the start of the lockdown, and the number of death is rescaled by the total number…

物理与社会 · 物理学 2020-06-18 Serena Bradde , Benedetta Cerruti , Jean-Philippe Bouchaud

Counterfactual estimation using synthetic controls is one of the most successful recent methodological developments in causal inference. Despite its popularity, the current description only considers time series aligned across units and…

机器学习 · 统计学 2021-02-03 Alexis Bellot , Mihaela van der Schaar

We explore the causal relationship between COVID-19 lockdown policies and changes in personal computer usage. In particular, we examine how lockdown policies affected average daily computer usage, as well as how it affected usage patterns…

应用统计 · 统计学 2025-03-14 Mingjia Zhu , Lechuan Wang , Julien Sebot , Bijan Arbab , Babak Salimi , Alexander Cloninger

The COVID-19 pandemic has posed an unprecedented challenge to individuals around the globe. To mitigate the spread of the virus, many states in the U.S. issued lockdown orders to urge their residents to stay at their homes, avoid…

综合经济学 · 经济学 2020-12-01 Xunyi Wang , Reza Mousavi , Yili Hong

We identify the effectiveness of social distancing policies in reducing the transmission of the COVID-19 spread. We build a model that measures the relative frequency and geographic distribution of the virus growth rate and provides…

计量经济学 · 经济学 2024-05-21 Difang Huang , Ying Liang , Boyao Wu , Yanyi Ye

The COVID-19 pandemic has plagued the world for months. The U.S. has taken measures to counter it. On a daily basis, newly confirmed cases have been reported. In the early days, these numbers showed an increasing trend. Recently, the…

物理与社会 · 物理学 2020-05-21 Xiubin Bruce Wang , Chaolun Ma

To prevent the spread of COVID-19, many cities, states, and countries have `locked down', restricting economic activities in non-essential sectors. Such lockdowns have substantially shrunk production in most countries. This study examines…

社会与信息网络 · 计算机科学 2021-09-15 Hiroyasu Inoue , Yohsuke Murase , Yasuyuki Todo

We find UK 'local lockdowns' of cities and small regions, focused on limiting how many people a household can interact with and in what settings, are effective in turning the tide on rising positive COVID-19 cases. Yet, by focusing on…

综合经济学 · 经济学 2021-02-05 John Gathergood , Benedict Guttman-Kenney

Region-wide restrictions on personal vehicle travel have a long history in the United States, from riot curfews in the late 1960s, to travel bans during snow events, to the 2013 shelter-in-place "lockdown" during the search for the…

计算机与社会 · 计算机科学 2024-07-23 Noah Goodall

Estimation of treatment efficacy of real-world clinical interventions involves working with continuous outcomes such as time-to-death, re-hospitalization, or a composite event that may be subject to censoring. Counterfactual reasoning in…

机器学习 · 计算机科学 2022-08-11 Chirag Nagpal , Mononito Goswami , Keith Dufendach , Artur Dubrawski

Decision making in the face of a disaster requires the consideration of several complex factors. In such cases, Bayesian multi-criteria decision analysis provides a framework for decision making. In this paper, we present how to construct a…

应用统计 · 统计学 2021-12-21 Peter Strong , Aditi Shenvi , Xuewen Yu , K. Nadia Papamichail , Henry P Wynn , Jim Q Smith
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