Predicting dengue outbreaks in Brazil with manifold learning on climate data

作者：

Highlights：

• Dengue outbreak prediction using climate data.

• Signal processing and manifold learning for prediction problems.

• Improved earlier prediction accuracy scores from 0.72 to 0.80.

摘要

•Dengue outbreak prediction using climate data.•Signal processing and manifold learning for prediction problems.•Improved earlier prediction accuracy scores from 0.72 to 0.80.

论文关键词：Dengue,Manifold learning,Laplacian pyramid,Diffusion maps,Machine learning,Epidemiology

论文评审过程：Received 19 November 2020, Revised 23 November 2021, Accepted 26 November 2021, Available online 20 December 2021, Version of Record 28 December 2021.

论文官网地址：https://doi.org/10.1016/j.eswa.2021.116324