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• W3195331389 endingPage "102157" @default.
• W3195331389 startingPage "102157" @default.
• W3195331389 abstract "Dengue modeling is a research topic that has increased in recent years. Early prediction and decision-making are key factors to control dengue. This Systematic Literature Review (SLR) analyzes three modeling approaches of dengue: diagnostic, epidemic, intervention. These approaches require models of prediction, prescription and optimization. This SLR establishes the state-of-the-art in dengue modeling, using machine learning, in the last years.Several databases were selected to search the articles. The selection was made based on Preferred Reporting Items for Systematic Reviews and Meta-Analyses (PRISMA) methodology. Sixty-four articles were obtained and analyzed to describe their strengths and limitations. Finally, challenges and opportunities for research on machine-learning for dengue modeling were identified.Logistic regression was the most used modeling approach for the diagnosis of dengue (59.1%). The analysis of the epidemic approach showed that linear regression (17.4%) is the most used technique within the spatial analysis. Finally, the most used intervention modeling is General Linear Model with 70%.We conclude that cause-effect models may improve diagnosis and understanding of dengue. Models that manage uncertainty can also be helpful, because of low data-quality in healthcare. Finally, decentralization of data, using federated learning, may decrease computational costs and allow model building without compromising data security." @default.
• W3195331389 created "2021-08-30" @default.
• W3195331389 creator A5061248978 @default.
• W3195331389 creator A5073704656 @default.
• W3195331389 creator A5080379102 @default.
• W3195331389 date "2021-09-01" @default.
• W3195331389 modified "2023-10-13" @default.
• W3195331389 title "Dengue models based on machine learning techniques: A systematic literature review" @default.
• W3195331389 cites W1976339661 @default.
• W3195331389 cites W1977499964 @default.
• W3195331389 cites W1994838434 @default.
• W3195331389 cites W2002558697 @default.
• W3195331389 cites W2006281236 @default.
• W3195331389 cites W2028079124 @default.
• W3195331389 cites W2031462067 @default.
• W3195331389 cites W2076063813 @default.
• W3195331389 cites W2093662995 @default.
• W3195331389 cites W2119499438 @default.
• W3195331389 cites W2159536336 @default.
• W3195331389 cites W2160286729 @default.
• W3195331389 cites W2286663925 @default.
• W3195331389 cites W2399847652 @default.
• W3195331389 cites W2460506578 @default.
• W3195331389 cites W2475005914 @default.
• W3195331389 cites W2519271397 @default.
• W3195331389 cites W2527916419 @default.
• W3195331389 cites W2547340922 @default.
• W3195331389 cites W2556592773 @default.
• W3195331389 cites W2560375803 @default.
• W3195331389 cites W2569158874 @default.
• W3195331389 cites W2586509656 @default.
• W3195331389 cites W2593005081 @default.
• W3195331389 cites W2593321076 @default.
• W3195331389 cites W2597076454 @default.
• W3195331389 cites W2603314944 @default.
• W3195331389 cites W2608926487 @default.
• W3195331389 cites W2614051871 @default.
• W3195331389 cites W2754316385 @default.
• W3195331389 cites W2755355371 @default.
• W3195331389 cites W2756467951 @default.
• W3195331389 cites W2756547677 @default.
• W3195331389 cites W2757198143 @default.
• W3195331389 cites W2761810403 @default.
• W3195331389 cites W2762184964 @default.
• W3195331389 cites W2763378230 @default.
• W3195331389 cites W2766623352 @default.
• W3195331389 cites W2766643182 @default.
• W3195331389 cites W2769346528 @default.
• W3195331389 cites W2770242618 @default.
• W3195331389 cites W2778906501 @default.
• W3195331389 cites W2782452533 @default.
• W3195331389 cites W2783640759 @default.
• W3195331389 cites W2791300443 @default.
• W3195331389 cites W2792463858 @default.
• W3195331389 cites W2801568022 @default.
• W3195331389 cites W2801896044 @default.
• W3195331389 cites W2801974413 @default.
• W3195331389 cites W2805293846 @default.
• W3195331389 cites W2809119304 @default.
• W3195331389 cites W2810120972 @default.
• W3195331389 cites W2810585066 @default.
• W3195331389 cites W282006273 @default.
• W3195331389 cites W2885644662 @default.
• W3195331389 cites W2889068437 @default.
• W3195331389 cites W2891363365 @default.
• W3195331389 cites W2892278633 @default.
• W3195331389 cites W2892471847 @default.
• W3195331389 cites W2897975150 @default.
• W3195331389 cites W2898019864 @default.
• W3195331389 cites W2899413605 @default.
• W3195331389 cites W2903274642 @default.
• W3195331389 cites W2909717689 @default.
• W3195331389 cites W2914590008 @default.
• W3195331389 cites W2930645803 @default.
• W3195331389 cites W2935983560 @default.
• W3195331389 cites W2941414062 @default.
• W3195331389 cites W2947184269 @default.
• W3195331389 cites W2947653977 @default.
• W3195331389 cites W2953775825 @default.
• W3195331389 cites W2954295334 @default.
• W3195331389 cites W2956118262 @default.
• W3195331389 cites W2959370640 @default.
• W3195331389 cites W2963419418 @default.
• W3195331389 cites W2966229829 @default.
• W3195331389 cites W2967836450 @default.
• W3195331389 cites W2972855747 @default.
• W3195331389 cites W2976988014 @default.
• W3195331389 cites W2984212929 @default.
• W3195331389 cites W2990923475 @default.
• W3195331389 cites W3006560359 @default.
• W3195331389 cites W3007207334 @default.
• W3195331389 cites W3023256106 @default.
• W3195331389 cites W3034523875 @default.
• W3195331389 cites W3046360373 @default.
• W3195331389 cites W3088943773 @default.
• W3195331389 cites W3099030904 @default.
• W3195331389 cites W3101689426 @default.
• W3195331389 cites W3113628481 @default.

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