Data-driven modeling of COVID-19—Lessons learned
E Kuhl - Extreme Mechanics Letters, 2020 - Elsevier
Understanding the outbreak dynamics of COVID-19 through the lens of mathematical
models is an elusive but significant goal. Within only half a year, the COVID-19 pandemic …
models is an elusive but significant goal. Within only half a year, the COVID-19 pandemic …
Bayesian Physics Informed Neural Networks for real-world nonlinear dynamical systems
Understanding real-world dynamical phenomena remains a challenging task. Across
various scientific disciplines, machine learning has advanced as the go-to technology to …
various scientific disciplines, machine learning has advanced as the go-to technology to …
The reproduction number of COVID-19 and its correlation with public health interventions
Throughout the past six months, no number has dominated the public media more
persistently than the reproduction number of COVID-19. This powerful but simple concept is …
persistently than the reproduction number of COVID-19. This powerful but simple concept is …
Urban exodus? Understanding human mobility in Britain during the COVID‐19 pandemic using Meta‐Facebook data
Existing empirical work has focused on assessing the effectiveness of nonpharmaceutical
interventions on human mobility to contain the spread of COVID‐19. Less is known about …
interventions on human mobility to contain the spread of COVID‐19. Less is known about …
Mobility restrictions were associated with reductions in COVID-19 incidence early in the pandemic: evidence from a real-time evaluation in 34 countries
Most countries have implemented restrictions on mobility to prevent the spread of
Coronavirus disease-19 (COVID-19), entailing considerable societal costs but, at least …
Coronavirus disease-19 (COVID-19), entailing considerable societal costs but, at least …
Urban dynamics through the lens of human mobility
The urban spatial structure represents the distribution of public and private spaces in cities
and how people move within them. Although it usually evolves slowly, it can change quickly …
and how people move within them. Although it usually evolves slowly, it can change quickly …
Is it safe to lift COVID-19 travel bans? The Newfoundland story
A key strategy to prevent a local outbreak during the COVID-19 pandemic is to restrict
incoming travel. Once a region has successfully contained the disease, it becomes critical to …
incoming travel. Once a region has successfully contained the disease, it becomes critical to …
Visualizing the invisible: The effect of asymptomatic transmission on the outbreak dynamics of COVID-19
Understanding the outbreak dynamics of the COVID-19 pandemic has important
implications for successful containment and mitigation strategies. Recent studies suggest …
implications for successful containment and mitigation strategies. Recent studies suggest …
COVID-19 dynamics across the US: A deep learning study of human mobility and social behavior
This paper presents a deep learning framework for epidemiology system identification from
noisy and sparse observations with quantified uncertainty. The proposed approach employs …
noisy and sparse observations with quantified uncertainty. The proposed approach employs …
[图书][B] Business reopening decisions and demand forecasts during the COVID-19 pandemic
How quickly will American businesses reopen after COVID-19 lockdowns end? We use a
nationwide survey of small businesses to measure firms' expectations about their re-opening …
nationwide survey of small businesses to measure firms' expectations about their re-opening …