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Dengue is a viral vector-borne infectious disease that affects many countries worldwide, infecting around 390 million people per year. The main outbreaks occur in subtropical and tropical countries. We study here the influence of climate on…

Background: Early forecasts of dengue are an important tool for disease mitigation. Neural networks are powerful predictive models that have made contributions to many areas of public health. In this study, we reviewed the application of…

Machine Learning · Computer Science 2025-12-19 Luiza Lober , Francisco A. Rodrigues , Kirstin Roster

Epidemiological early warning systems for dengue fever rely on up-to-date epidemiological data to forecast future incidence. However, epidemiological data typically requires time to be available, due to the application of time-consuming…

Social and Information Networks · Computer Science 2017-05-23 Julio Albinati , Wagner Meira , Gisele L. Pappa , Mauro Teixeira , Cecilia Marques-Toledo

Identification of the influential clinical symptoms and laboratory features that help in the diagnosis of dengue fever in early phase of the illness would aid in designing effective public health management and virological surveillance…

Machine Learning · Statistics 2015-02-03 Vadrevu Sree Hari Rao , Mallenahalli Naresh Kumar

Predicting whether to expect a high incidence of infectious diseases is critical for health surveillance. In the epidemiology of dengue, environmental conditions can significantly impact the transmission of the virus. Utilizing…

Quantitative Methods · Quantitative Biology 2025-01-23 Daniel A. M. Villela

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,…

Machine Learning · Computer Science 2019-04-18 Siddharth Srivastava , Sumit Soman , Astha Rai

Dengue fever is a virulent disease spreading over 100 tropical and subtropical countries in Africa, the Americas, and Asia. This arboviral disease affects around 400 million people globally, severely distressing the healthcare systems. The…

Populations and Evolution · Quantitative Biology 2023-01-25 Madhurima Panja , Tanujit Chakraborty , Sk Shahid Nadim , Indrajit Ghosh , Uttam Kumar , Nan Liu

Dengue fever presents a substantial challenge in developing countries where sanitation infrastructure is inadequate. The absence of comprehensive healthcare systems exacerbates the severity of dengue infections, potentially leading to…

Dengue fever is one of the most deadly mosquito-born tropical infectious diseases. Detailed long range forecast model is vital in controlling the spread of disease and making mitigation efforts. In this study, we examine methods used to…

Machine Learning · Computer Science 2024-03-13 Nhat Thanh Tran , Jack Xin , Guofa Zhou

Predicting an infectious disease can help reduce its impact by advising public health interventions and personal preventive measures. Novel data streams, such as Internet and social media data, have recently been reported to benefit…

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…

Populations and Evolution · Quantitative Biology 2015-02-05 Flavio Coelho , Luiz Max Carvalho

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…

Based on approximately 90,000 confirmed dengue cases reported in Recife - a major city in northeastern Brazil - between 2015 and 2024, we conducted a neighborhood-level spatial analysis. Socioeconomic and demographic indicators from the…

Applications · Statistics 2025-07-15 Marcílio Ferreira dos Santos

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…

Reliable and timely dengue predictions provide actionable lead time for targeted vector control and clinical preparedness, reducing preventable diseases and health-system costs in at-risk communities. Dengue forecasting often relies on…

Applications · Statistics 2025-12-01 Saman Hosseini , Lee W. Cohnstaedt , Caterina Scoglio

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…

Computers and Society · Computer Science 2015-02-19 Kashish Ara Shakil , Shadma Anis , Mansaf Alam

Infectious diseases pose significant human and economic burdens. Accurately forecasting disease incidence can enable public health agencies to respond effectively to existing or emerging diseases. Despite progress in the field, developing…

Machine Learning · Computer Science 2024-09-04 Michael Morris

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…

Computers and Society · Computer Science 2022-04-05 Luis A. Barboza , Shu-Wei Chou , Paola Vásquez , Yury E. García , Juan G. Calvo , Hugo C. Hidalgo , Fabio Sanchez

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…

Applications · Statistics 2019-11-25 Oliver Stoner , Theo Economou

Local climate conditions play a major role in the development of the mosquito population responsible for transmitting Dengue Fever. Since the {\em Aedes Aegypti} mosquito is also a primary vector for the recent Zika and Chikungunya…

Quantitative Methods · Quantitative Biology 2017-01-03 Lucas Stolerman , Pedro Maia , J. Nathan Kutz
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