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相关论文: Forecasting the 2013--2014 Influenza Season using …

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Forecasting the hospitalizations caused by the Influenza virus is vital for public health planning so that hospitals can be better prepared for an influx of patients. Many forecasting methods have been used in real-time during the Influenza…

机器学习 · 计算机科学 2022-06-22 Majd Al Aawar , Ajitesh Srivastava

Background: Influenza A/H3N2 has been circulating in humans since 1968, causing considerable morbidity and mortality. Although H3N2 incidence is highly seasonal, how such seasonality contributes to global phylogeographic migration dynamics…

种群与进化 · 定量生物学 2015-02-06 Daniel Zinder , Trevor Bedford , Edward B. Baskerville , Robert J. Woods , Manojit Roy , Mercedes Pascual

Forecasting infectious disease incidence can provide important information to guide public health planning, yet is difficult because epidemic dynamics are complex. Current mechanistic and statistical approaches often struggle to capture…

机器学习 · 计算机科学 2026-04-29 Joseph Lemaitre , Justin Lessler

As COVID-19 pandemic progresses, severe flu seasons may happen alongside an increase in cases in cases and death of COVID-19, causing severe burdens on health care resources and public safety. A consequence of a twindemic may be a mixture…

应用统计 · 统计学 2022-02-08 Simin Ma , Shaoyang Ning , Shihao Yang

This document is part of a series of near real-time weekly influenza forecasts made during the 2012-2013 influenza season. Here we present results of a forecast initiated following assimilation of observations for Week 51 (i.e. the forecast…

种群与进化 · 定量生物学 2013-01-01 Jeffrey Shaman , Alicia Karspeck , Marc Lipsitch

Influenza forecasting in the United States (US) is complex and challenging for reasons including substantial spatial and temporal variability, nested geographic scales of forecast interest, and heterogeneous surveillance participation. Here…

应用统计 · 统计学 2019-10-01 Dave Osthus , Kelly R Moran

Influenza-like illness (ILI) places a heavy social and economic burden on our society. Traditionally, ILI surveillance data is updated weekly and provided at a spatially coarse resolution. Producing timely and reliable high-resolution…

其他统计学 · 统计学 2020-02-13 Lijing Wang , Jiangzhuo Chen , Madhav Marathe

In this paper, we present a new approach to time series forecasting. Time series data are prevalent in many scientific and engineering disciplines. Time series forecasting is a crucial task in modeling time series data, and is an important…

机器学习 · 计算机科学 2020-01-24 Neo Wu , Bradley Green , Xue Ben , Shawn O'Banion

Forecasting influenza like illnesses (ILI) has rapidly progressed in recent years from an art to a science with a plethora of data-driven methods. While these methods have achieved qualified success, their applicability is limited due to…

机器学习 · 计算机科学 2021-01-26 Alexander Rodríguez , Bijaya Adhikari , Naren Ramakrishnan , B. Aditya Prakash

In this work we describe a non-parametric disease model that links the temporal change of the prevalence of an infectious disease to the incidence and the recovery rates. The model is only based on the common epidemiological measures…

种群与进化 · 定量生物学 2014-01-20 Ralph Brinks

Seasonal influenza is a significant public health concern in the United States and globally. While influenza vaccines are the single most effective intervention to reduce influenza morbidity and mortality, there is considerable debate…

种群与进化 · 定量生物学 2015-01-07 Eric Mooring , Shweta Bansal

We present a study of the worldwide spread of a pandemic influenza and its possible containment at a global level taking into account all available information on air travel. We studied a metapopulation stochastic epidemic model on a global…

其他定量生物学 · 定量生物学 2007-05-23 Vittoria Colizza , Alain Barrat , Marc Barthelemy , Alain-Jacques Valleron , Alessandro Vespignani

Forecasting transmission of infectious diseases, especially for vector-borne diseases, poses unique challenges for researchers. Behaviors of and interactions between viruses, vectors, hosts, and the environment each play a part in…

应用统计 · 统计学 2020-06-02 Stephen A Lauer , Alexandria C Brown , Nicholas G Reich

This study incorporates mathematical analysis, focusing on developing theories and conducting numerical simulations of Influenza virus transmission using real-world data. The terms in the equations introduce parameters which are determined…

综合数学 · 数学 2024-12-03 Md Kamrujjaman , Kazi Mehedi Mohammad

Background: Seasonal influenza causes a substantial burden on healthcare services over the winter period when these systems are already under pressure. Policies during the COVID-19 pandemic supressed the transmission of season influenza,…

Early detection and modeling of a contagious epidemic can provide important guidance about quelling the contagion, controlling its spread, or the effective design of countermeasures. A topic of recent interest has been to design social…

Background: Over the past few decades, numerous forecasting methods have been proposed in the field of epidemic forecasting. Such methods can be classified into different categories such as deterministic vs. probabilistic, comparative…

Predictability of undesired events is a question of great interest in many scientific disciplines including seismology, economy, and epidemiology. Here, we focus on the predictability of invasion of a broad class of epidemics caused by…

种群与进化 · 定量生物学 2012-10-08 Francisco J. Perez-Reche , Franco M. Neri , Sergei N. Taraskin , Christopher A. Gilligan

We present results of a forecast initiated following assimilation of observations for week Week 50 (i.e. the forecast begins December 16, 2012) of the 2012-2013 influenza season for municipalities in the United States. The forecast was made…

种群与进化 · 定量生物学 2012-12-27 Jeffrey Shaman , Alicia Karspeck , Marc Lipsitch

Public health interventions are a fundamental tool for mitigating the spread of an infectious disease. However, it is not always possible to obtain a conclusive estimate for the impact of an intervention, especially in situations where the…

计算机与社会 · 计算机科学 2017-12-22 Vasileios Lampos