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Recent outbreaks of Ebola and Dengue viruses have again elevated the significance of the capability to quickly predict disease spread in an emergent situation. However, existing approaches usually rely heavily on the time-consuming census…

社会与信息网络 · 计算机科学 2014-12-02 Jiajun Liu , Kun Zhao , Saeed Khan , Mark Cameron , Raja Jurdak

This paper introduces a novel approach for dengue fever classification based on online learning paradigms. The proposed approach is suitable for practical implementation as it enables learning using only a few training samples. With time,…

机器学习 · 计算机科学 2019-04-18 Siddharth Srivastava , Sumit Soman , Astha Rai

In February 2016, World Health Organization declared the Zika outbreak a Public Health Emergency of International Concern. With developing evidence it can cause birth defects, and the Summer Olympics coming up in the worst affected country,…

社会与信息网络 · 计算机科学 2017-07-13 Amira Ghenai , Yelena Mejova

Dengue is a life threatening disease prevalent in several developed as well as developing countries like India.In this paper we discuss various algorithm approaches of data mining that have been utilized for dengue disease prediction. Data…

计算机与社会 · 计算机科学 2015-02-19 Kashish Ara Shakil , Shadma Anis , Mansaf Alam

After their re-emergence in the last decades, dengue fever and other vector-borne diseases are a potential threat to the lives of millions of people. Based on a data set of dengue cases in the Brazilian city of Fortaleza, collected from…

Quantifying the attack ratio of disease is key to epidemiological inference and Public Health planning. For multi-serotype pathogens, however, different levels of serotype-specific immunity make it difficult to assess the population at…

种群与进化 · 定量生物学 2015-02-05 Flavio Coelho , Luiz Max Carvalho

Infectious disease forecasting is of great interest to the public health community and policymakers, since forecasts can provide insight into disease dynamics in the near future and inform interventions. Due to delays in case reporting,…

统计方法学 · 统计学 2022-10-12 Lauren J Beesley , Dave Osthus , Sara Y Del Valle

The performance of data-driven prediction models depends on the availability of data samples for model training. A model that learns about dengue fever incidence in a population uses historical data from that corresponding location. Poor…

机器学习 · 计算机科学 2021-04-22 Tanvir Ferdousi , Lee W. Cohnstaedt , Caterina M. Scoglio

In many fields and applications count data can be subject to delayed reporting. This is where the total count, such as the number of disease cases contracted in a given week, may not be immediately available, instead arriving in parts over…

应用统计 · 统计学 2019-11-25 Oliver Stoner , Theo Economou

Dengue remains one of Brazil's major epidemiological challenges, marked by strong intra-urban inequalities and the influence of climatic and socio-environmental factors. This study analyzed confirmed dengue cases in Recife from 2015 to 2024…

Dengue is a vector-borne disease and 40% of world population is at risk. Dengue transcends international borders and can be found in tropical and subtropical regions around the world, predominantly in urban and semi-urban areas. A model for…

Dengue is a climate-sensitive mosquito-borne disease with a complex transmission dynamic. Data related to climate, environmental and sociodemographic characteristics of the target population are important for project scenarios. Different…

Recent research has focused on the monitoring of global-scale online data for improved detection of epidemics, mood patterns, movements in the stock market, political revolutions, box-office revenues, consumer behaviour and many other…

社会与信息网络 · 计算机科学 2012-11-29 Manuel Garcia-Herranz , Esteban Moro Egido , Manuel Cebrian , Nicholas A. Christakis , James H. Fowler

The 2013 outbreak of Dengue in Fiji resulted in an alarming number of deaths and has been is a matter of serious concern. Dengue fever is a disease caused by the four types of the Dengue virus serotypes and transmitted mostly from mosquito…

计算机与社会 · 计算机科学 2015-03-04 Emmenual Reddy , Sarnil Kumar , Nicholas Rollings , Rohitash Chandra

Social media has been considered as a data source for tracking disease. However, most analyses are based on models that prioritize strong correlation with population-level disease rates over determining whether or not specific individual…

社会与信息网络 · 计算机科学 2014-04-14 Todd Bodnar , Victoria C Barclay , Nilam Ram , Conrad S Tucker , Marcel Salathé

Dengue fever is a vector-borne disease mostly endemic to tropical and subtropical countries that affect millions every year and is considered a significant burden for public health. Its geographic distribution makes it highly sensitive to…

计算机与社会 · 计算机科学 2022-04-05 Luis A. Barboza , Shu-Wei Chou , Paola Vásquez , Yury E. García , Juan G. Calvo , Hugo C. Hidalgo , Fabio Sanchez

The influence of climate on mosquito-borne diseases like dengue and chikungunya is well-established, but comprehensively tracking long-term spatial and temporal trends across large areas has been hindered by fragmented data and limited…

Dengue, a mosquito-borne disease, continues to pose a persistent public health challenge in urban areas, particularly in tropical regions such as Singapore. Effective and affordable control requires anticipating where transmission risks are…

人工智能 · 计算机科学 2026-01-26 Liping Huang , Gaoxi Xiao , Stefan Ma , Hechang Chen , Shisong Tang , Flora Salim

A dramatic increase in the number of outbreaks of Dengue has recently been reported, and climate change is likely to extend the geographical spread of the disease. In this context, this paper shows how a neural network approach can…

种群与进化 · 定量生物学 2026-03-09 Paula Bergero , Laura P. Schaposnik , Grace Wang

Due to the rapid geographic spread of the Aedes mosquito and the increase in dengue incidence, dengue fever has been an increasing concern for public health authorities in tropical and subtropical countries worldwide. Significant challenges…