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Knowledge of the severity of an influenza outbreak is crucial for informing and monitoring appropriate public health responses, both during and after an epidemic. However, case-fatality, case-intensive care admission and…

Conventional surveillance systems for monitoring infectious diseases, such as influenza, face challenges due to shortage of skilled healthcare professionals, remoteness of communities and absence of communication infrastructures.…

机器学习 · 计算机科学 2018-11-28 Oguzhan Gencoglu , Miikka Ermes

Seasonal influenza is a sometimes surprisingly impactful disease, causing thousands of deaths per year along with much additional morbidity. Timely knowledge of the outbreak state is valuable for managing an effective response. The current…

种群与进化 · 定量生物学 2020-07-01 Reid Priedhorsky , Ashlynn R. Daughton , Martha Barnard , Fiona O'Connell , Dave Osthus

This article describes a new method for estimating weekly incidence (new onset) of symptoms consistent with Influenza and COVID-19, using data from the Flutracking survey. The method mitigates some of the known self-selection and…

统计方法学 · 统计学 2022-09-01 Emily P. Harvey , Joel A. Trent , Frank Mackenzie , Steven M. Turnbull , Dion R. J. O'Neale

This paper presents a predictive model for Influenza-Like-Illness, based on Twitter traffic. We gather data from Twitter based on a set of keywords used in the Influenza wikipedia page, and perform feature selection over all words used in 3…

社会与信息网络 · 计算机科学 2021-11-23 Katerina Katsani-Geronymaki , Polyvios Pratikakis

Graph-structured data and their related algorithms have attracted significant attention in many fields, such as influenza prediction in public health. However, the variable influenza seasonality, occasional pandemics, and domain knowledge…

人工智能 · 计算机科学 2021-02-17 Jie Zhang , Pengfei Zhou , Hongyan Wu

Big data collected from the Internet possess great potential to reveal the ever-changing trends in society. In particular, accurate infectious disease tracking with Internet data has grown in popularity, providing invaluable information for…

应用统计 · 统计学 2023-08-22 Shaoyang Ning , Ahmed Hussain , Qing Wang

The integration of Diffusion Models into Intelligent Transportation Systems (ITS) is a substantial improvement in the detection of accidents. We present a novel hybrid model integrating guidance classification with diffusion techniques. By…

计算机视觉与模式识别 · 计算机科学 2025-10-07 Siva Sai , Saksham Gupta , Vinay Chamola , Rajkumar Buyya

Systems that exploit publicly available user generated content such as Twitter messages have been successful in tracking seasonal influenza. We developed a novel filtering method for Influenza-Like-Illnesses (ILI)-related messages using 587…

社会与信息网络 · 计算机科学 2016-11-17 Son Doan , Lucila Ohno-Machado , Nigel Collier

Accurately forecasting patient arrivals at Urgent Care Clinics (UCCs) and Emergency Departments (EDs) is important for effective resourcing and patient care. However, correctly estimating patient flows is not straightforward since it…

机器学习 · 计算机科学 2022-11-03 Teo Susnjak , Paula Maddigan

Influenza viruses mutate rapidly and can pose a threat to public health, especially to those in vulnerable groups. Throughout history, influenza A viruses have caused pandemics between different species. It is important to identify the…

机器学习 · 计算机科学 2024-05-24 Yanhua Xu , Dominik Wojtczak

Distributional forecasts are important for a wide variety of applications, including forecasting epidemics. Often, forecasts are miscalibrated, or unreliable in assigning uncertainty to future events. We present a recalibration method that…

机器学习 · 计算机科学 2023-01-11 Aaron Rumack , Ryan J. Tibshirani , Roni Rosenfeld

In recent years the Centers for Disease Control and Prevention (CDC) have organized FluSight influenza forecasting competitions. To evaluate the participants' forecasts a multibin logarithmic score has been created, which is a non-standard…

应用统计 · 统计学 2022-06-08 Johannes Bracher

Diffusion processes in networks are increasingly used to model the spread of information and social influence. In several applications in computational sustainability such as the spread of wildlife, infectious diseases and traffic mobility…

社会与信息网络 · 计算机科学 2013-09-27 Akshat Kumar , Daniel Sheldon , Biplav Srivastava

Influenza A is responsible for 290,000 to 650,000 respiratory deaths a year, though this estimate is an improvement from years past due to improvements in sanitation, healthcare practices, and vaccination programs. In this study, we perform…

机器学习 · 计算机科学 2025-07-29 Edmund F. Agyemang , Hansapani Rodrigo , Vincent Agbenyeavu

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

Influenza occurs every season and occasionally causes pandemics. Despite its low mortality rate, influenza is a major public health concern, as it can be complicated by severe diseases like pneumonia. A fast, accurate and low-cost method to…

定量方法 · 定量生物学 2022-08-01 Yanhua Xu , Dominik Wojtczak

Disease forecasting models typically rely on a single data stream, making models brittle when histories are short or noisy. Recent top-performing models have shown that synthesizing multiple reporting systems for the same disease improves…

机器学习 · 计算机科学 2026-05-27 Lauren J Beesley , Alexander C Murph , Dave Osthus , Lauren A Castro

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

Epidemics of influenza are major public health concerns. Since influenza prediction always relies on the weekly clinical or laboratory surveillance data, typically the weekly Influenza-like illness (ILI) rate series, accurate…

机器学习 · 计算机科学 2021-10-28 Siyue Yang , Yukun Bao