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  1. Feb 13, 2023 · This systematic review evaluated 99 dengue outbreak prediction models from 64 studies, predicting the number of dengue cases or outbreaks from a variety of settings and populations. Our review identified, three major area of inadequacy in the current modelling practices.

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  2. May 13, 2022 · We summarize the different software tools available for predicting the outbreaks of dengue based on the aforementioned factors, briefly outline the methodology used in these algorithms, and provide a comprehensive list of programs available for the same in this article.

    • 10.1007/s13337-022-00767-x
    • 2022/06
    • Virusdisease. 2022 Jun; 33(2): 125-131.
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  4. Nov 11, 2019 · Sixteen teams used a variety of methods and data to generate forecasts for 3 epidemiological targets (peak incidence, the week of the peak, and total incidence) over 8 dengue seasons in Iquitos, Peru and San Juan, Puerto Rico. Forecast skill was highly variable across teams and targets.

  5. Jun 1, 2023 · Our investigation encompasses a range of ML techniques, including Self-Organizing Maps, Decision Trees, Support Vector Machines, neural networks, fuzzy systems, and evolutionary algorithms and...

  6. 2 days ago · Evolution remains an incessant process in viruses, allowing them to elude the host immune response and induce severe diseases, impacting the diagnostic and vaccine effectiveness. Emerging and re-emerging diseases are among the significant public health concerns globally. The revival of dengue is mainly due to the potential for naturally arising mutations to induce genotypic alterations in ...

  7. Jan 7, 2022 · The most significant predictors were rainfall (22 models, 43% of 51 studies), temperature (21 models, 41% of 51 studies), and humidity (13 models, 25% of 51 studies). These predictors were also the most frequent in studies to predict dengue incidence rates or dengue outbreaks.

  8. 2 days ago · We validate its ability to make predictions of dengue spread using data from 8026 municipalities over a 25-year timeframe across Mexico and Brazil, two of the highest dengue burden and most eco ...

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