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The pandemic caused by the SARS-CoV-2 virus has exposed many flaws in the decision-making strategies used to distribute resources to combat global health crises. In this paper, we leverage reinforcement learning and optimization to improve…

人工智能 · 计算机科学 2021-01-06 Lawrence Thul , Warren Powell

Machine learning has become a common approach to predicting the outcomes of soccer matches, and the body of literature in this domain has grown substantially in the past decade and a half. This chapter discusses available datasets, the…

机器学习 · 计算机科学 2024-03-13 Rory Bunker , Calvin Yeung , Keisuke Fujii

The COVID-19 pandemic has caused major disturbance to human life. An important reason behind the widespread social anxiety is the huge uncertainty about the pandemic. A fundamental uncertainty is how many or what percentage of people have…

种群与进化 · 定量生物学 2021-03-04 Donghui Yan , Ying Xu , Pei Wang

Road accidents significantly threaten public safety and require in-depth analysis for effective prevention and mitigation strategies. This paper focuses on predicting accidents through the examination of a comprehensive traffic dataset…

计算机与社会 · 计算机科学 2025-05-13 Dominic Parosh Yamarthi , Haripriya Raman , Shamsad Parvin

Between the years 2020 to 2022, the world was hit by the pandemic of COVID-19 giving rise to an extremely grave situation. The global economy was badly hurt due to the consequences of various intervention strategies (like social distancing,…

物理与社会 · 物理学 2023-07-28 Sourav Chowdhury , Suparna Roychowdhury , Indranath Chaudhuri

The year 2020 will be remembered for two events of global significance: the COVID-19 pandemic and 2020 U.S. Presidential Election. In this chapter, we summarize recent studies using large public Twitter data sets on these issues. We have…

社会与信息网络 · 计算机科学 2021-02-18 Ho-Chun Herbert Chang , Emily Chen , Meiqing Zhang , Goran Muric , Emilio Ferrara

Public safety is vital to every country, especially school safety. In the United States, students and educators are concerned about school shootings. There are critical needs to understand the patterns of school shootings. Without this…

计算机与社会 · 计算机科学 2024-12-24 Wei Dai , Rui Zhang , Diya Kafle

Large-scale events like the UEFA Euro~2020 football (soccer) championship offer a unique opportunity to quantify the impact of gatherings on the spread of COVID-19, as the number and dates of matches played by participating countries…

The COVID-19 pandemic has affected all countries of the world producing a substantial number of fatalities accompanied by a major disruption in their social, financial, and educational organization. The strict disciplinary measures…

种群与进化 · 定量生物学 2020-04-28 G. D. Barmparis , G. P. Tsironis

BACKGROUND An alternative to epidemiological models for transmission dynamics of Covid-19 in China, we propose the artificial intelligence (AI)-inspired methods for real-time forecasting of Covid-19 to estimate the size, lengths and ending…

其他定量生物学 · 定量生物学 2020-03-03 Zixin Hu , Qiyang Ge , Shudi Li , Li Jin , Momiao Xiong

In more than two years since the COVID-19 virus was first detected in China, hundreds of millions of individuals have been infected, and millions have died. Aside from the immediate need for medical solutions (such as vaccines and…

种群与进化 · 定量生物学 2022-05-17 Hilla De-Leon , Francesco Pederiva

The study of US-China relations has always been a crucial topic in our economic development [4][5][7], and the US presidential election plays an integral role in shaping these relations. The presidential election is held every four years,…

综合经济学 · 经济学 2023-04-25 Junjie Zhao

Global problems, such as pandemics and climate change, require rapid international coordination and diffusion of policy. These phenomena are rare however, with one notable example being the international policy response to the COVID-19…

多智能体系统 · 计算机科学 2023-02-23 Yannick Oswald , Nick Malleson , Keiran Suchak

We review several models for pandemics that plagued the USA and the world in the past decade. Methods of data fitting are reviewed and several types of microscopic and rate equation models are discussed and numerically solved. This paper…

应用统计 · 统计学 2025-08-22 John F. Dawson , Fred Cooper , Efstathios G. Charalampidis

We present an extensive statistical analysis of the results of all sports competitions in five major sports leagues in England and the United States. We characterize the parity among teams by the variance in the winning fraction from…

数据分析、统计与概率 · 物理学 2007-05-23 E. Ben-Naim , F. Vazquez , S. Redner

The COVID-19 pandemic has globally posed numerous health challenges, notably the emergence of post-COVID-19 cardiovascular complications. This study addresses this by utilizing data-driven machine learning models to predict such…

机器学习 · 计算机科学 2023-09-29 Maitham G. Yousif , Hector J. Castro

Nowadays, machine learning methods have been widely used in stock prediction. Traditional approaches assume an identical data distribution, under which a learned model on the training data is fixed and applied directly in the test data.…

统计金融 · 定量金融 2020-02-18 Chi Chen , Li Zhao , Wei Cao , Jiang Bian , Chunxiao Xing

Accurate prediction of the number of daily or weekly confirmed cases of COVID-19 is critical to the control of the pandemic. Existing mechanistic models nicely capture the disease dynamics. However, to forecast the future, they require the…

定量方法 · 定量生物学 2022-03-10 Xiunan Wang , Hao Wang , Pouria Ramazi , Kyeongah Nah , Mark Lewis

Major shifts in the global system of science and technology are destabilizing the global status order and demonstrating the capacity for emerging countries like China and India to exert greater influence. In order to measure changes in the…

综合经济学 · 经济学 2024-06-11 Renli Wu , Christopher Esposito , James Evans

While artificial intelligence has been applied to control players' decisions in board games for over half a century, little attention is given to games with no player competition. Pandemic is an exemplar collaborative board game where all…

人工智能 · 计算机科学 2021-03-23 Konstantinos Sfikas , Antonios Liapis