Search Results for author: Guofa Zhou

Found 4 papers, 0 papers with code

FWin transformer for dengue prediction under climate and ocean influence

no code implementations10 Mar 2024 Nhat Thanh Tran, Jack Xin, Guofa Zhou

Dengue fever is one of the most deadly mosquito-born tropical infectious diseases.

An integrated recurrent neural network and regression model with spatial and climatic couplings for vector-borne disease dynamics

no code implementations23 Jan 2022 Zhijian Li, Jack Xin, Guofa Zhou

We developed an integrated recurrent neural network and nonlinear regression spatio-temporal model for vector-borne disease evolution.

Recommendation Systems regression

A Spatial-Temporal Graph Based Hybrid Infectious Disease Model with Application to COVID-19

no code implementations18 Oct 2020 Yunling Zheng, Zhijian Li, Jack Xin, Guofa Zhou

For edge feature, we design an RNN model to capture the neighboring effect and regularize the landscape of loss function so that local minima are effective and robust for prediction.

Time Series Time Series Analysis

A Recurrent Neural Network and Differential Equation Based Spatiotemporal Infectious Disease Model with Application to COVID-19

no code implementations14 Jul 2020 Zhijian Li, Yunling Zheng, Jack Xin, Guofa Zhou

Modeling the trend of infection and real-time forecasting of cases can help decision making and control of the disease spread.

Decision Making

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