Models


29 - ADM 2 32 - Dengue 35 - Sprint2425 19 - Spatio-Temporal 25 - Weekly 36 - Python 21 - Temporal 49 - R 20 - Spatial 28 - ADM 1 22 - Quantitative 23 - Categorical

ID

Lang

Name

Author

Uploaded at

Tags

Description

152

LNCC-CLiDENGO

2025-08-03

Temporal Quantitative Python ADM 1 Weekly Dengue Sprint2425

CLimate Logistic DENGue Outbreak Simulator (CLiDENGO) is a forecasting model for DENV dynamics through a mechanistic climate-modulated beta-logistic growth differential equation. This model was developed by Prof. Americo Cunha Jr (LNCC/UERJ, Brazil) and Prof. Christian Soize (Université Gustave Eiffel, France), with the collaboration of Prof. Emanuelle Arantes Paixão (LNCC, Brazil) for model calibration.

150

LNCC-AR_p

2025-08-03

Temporal Quantitative Python ADM 1 Weekly Dengue Sprint2425

AR_p is a forecasting model for DENV dynamics through an autoregressive process of order p. This model was developed by Prof. Paulo Antonio Andrade Esquef (LNCC, Brazil).

154

LNCC-SURGE

2025-08-03

Temporal Quantitative Python ADM 1 Weekly Dengue Sprint2425

SURGE is a forecasting model for DENV dynamics through an average surge model. This model was developed by Prof. Paulo Antonio Andrade Esquef (LNCC, Brazil).

151

UERJ-SARIMAX

2025-08-03

Temporal Quantitative R ADM 1 Weekly Dengue Sprint2425

SARIMAX is a forecasting model for DENV dynamics through a seasonal autoregressive integrated moving average with exogenous inputs. This model was developed by Prof. Marcelo Rubens Amaral (UERJ, Brazil).

145

CNNLSTM_DengueForecast_Cases_Climate_Data_Driven_Ensemble

2025-08-01

Spatio-Temporal Quantitative Python ADM 1 Weekly Dengue Sprint2425

An ensemble deep learning model combining CNN and LSTM architectures, driven by reported dengue cases and climate data, designed for forecasting dengue incidence across Brazilian states.

144

Beat it

2025-08-01

Temporal Quantitative R ADM 1 Weekly Dengue Sprint2425

Bayesian baseline model

143

Modelo fourier-gravidade

2025-07-31

Spatio-Temporal Quantitative Python ADM 1 Weekly Dengue Sprint2425

This model integrates a gaussian wrapped with gravitational influence

141

KAUST GeoHealth Model

2025-07-31

Temporal Quantitative Python ADM 1 Weekly Dengue Sprint2425

KAUST GeoHealth using LSTM with climate covariates

139

Cornell PEH - NegBinom Baseline model

2025-07-31

Spatio-Temporal Quantitative Python ADM 1 Weekly Dengue Sprint2425

Negative Binomial baseline model for the 2025 sprint

138

TSMixer ZKI-PH4 - sprint 2025

2025-07-31

Temporal Quantitative Python ADM 1 Weekly Dengue Sprint2425

TSmixer-based model using TiRex-forecasted features

137

LSTM-RF model

2025-07-31

Temporal Quantitative R ADM 1 Weekly Dengue Sprint2425

Dengue forecasting model using LSTM-RF with climate covariates at ADM1 level

136

Imperial-TFT Model

2025-07-31

Temporal Quantitative Python ADM 1 Weekly Dengue Sprint2425

Temporal fusion transformer model for sprint 2025

135

GHR Model 2025

2025-07-31

Spatio-Temporal Quantitative R ADM 1 Weekly Dengue Sprint2425

Long-short-lag interaction model with monthly climate covariates, using SPEI-12, SPEI-3, 6-month temperature anomaly, 6-month absolute temperature, ONI and Köppen climate classification

134

ISI_Dengue_Model

2025-07-31

Temporal Quantitative Python ADM 1 Weekly Dengue Sprint2425

A Compartmental Model for studying the Dengue Epidemic dynamics in Brazilian States

133

Chronos-Bolt

2025-07-31

Temporal Quantitative Python ADM 1 Weekly Dengue Sprint2425

Chronos-Bolt model fine-tuned for 2025 Sprint

131

LaCiD/UFRN

2025-07-30

Temporal Quantitative R ADM 1 Weekly Dengue Sprint2425

ARIMAX model used to participate in the 2nd Infodengue-Mosqlimate Dengue Challenge (IMDC)

109

2025 sprint test - Sarima

2025-07-22

Temporal Quantitative Python ADM 1 Weekly Dengue Sprint2425

test model for 2025 sprint

108

2025 sprint test - Sarima

2025-07-22

Temporal Quantitative Python ADM 1 Weekly Dengue Sprint2425

test model for 2025 sprint

107

2025 sprint test - Sarima

2025-07-22

Temporal Quantitative Python ADM 1 Weekly Dengue Sprint2425

test model for 2025 sprint

92

Proohet R Example

2025-05-08

Temporal Quantitative R ADM 1 Weekly Dengue Sprint2425

test model for 2025 sprint test model for 2025 sprint test model for 2025 sprint test model for 2025 sprint

9

Example of Univariate neural prophet model

2023-12-06

Quantitative Python ADM 2 Weekly Dengue

In this repo, it's implemented a neural prophet model that based only on the times series of cases compute the cases in the next four weeks.

20

My Nowcasting Model

2024-08-05

Spatial Categorical R ADM 2 Weekly Dengue

My Model description

34

infodengue_sprint_24_25_hybrid_CNN_LSTM_ensemble_model

2024-09-09

Temporal Quantitative Python ADM 1 Weekly Dengue Sprint2425

2024_info_dengue_model_hybrid_CNN_LSTM_ensemble_RMSE_Penalties_final_ex_state_CE.ipynb

28

Model 2 - Weekly and yearly (rw1) components

2024-08-15

Temporal Quantitative R ADM 1 Weekly Dengue Sprint2425

The model is founded on a structural decomposition designed for modeling counting series, employing a Poisson distribution. The log intensity is defined by the sum of weekly and yearly components, where the first one is defined as a AR(1) process and the last one follows a RW(1) process.

27

Model 1 - Weekly and yearly (iid) components

2024-08-15

Temporal Quantitative R ADM 1 Weekly Dengue Sprint2425

The model is founded on a structural decomposition designed for modeling counting series, employing a Poisson distribution. The log intensity is defined by the sum of weekly and yearly components, where the first one is defined as a AR(1) process and the last one is assumed to be iid.

30

BB-M

2024-08-19

Temporal Quantitative R ADM 1 Weekly Dengue Sprint2425

Bayesian baseline random effects model

22

Temp-SPI Interaction Model

2024-08-14

Spatio-Temporal Quantitative R ADM 1 Weekly Dengue Sprint2425

Hierarchical Bayesian mixed model with three-way interaction between temperature, long-lag SPI and short-lag SPI

26

LSTM model with PCA and vaiance threshold

2024-08-15

Temporal Quantitative Python ADM 1 Weekly Dengue Sprint2425

using LSTM combined with PCA and vaiance threshold

25

Prophet model with PCA and vaiance threshold

2024-08-15

Temporal Quantitative Python ADM 1 Weekly Dengue Sprint2425

using Prophet model combined with PCA and vaiance threshold

21

LSTM model for Infodengue Sprint

2024-08-08

Temporal Quantitative Python ADM 1 Weekly Dengue Sprint2425

The models used to forecast the dengue cases in the 2024/2025. It's considered different architectures and set of predictors to predict the 52 weeks in different states

7

Univariate neural prophet model

2023-12-04

Quantitative Python ADM 2 Weekly Dengue

In this repo, it's implemented a neural prophet model that based only on the times series of cases compute the cases in the next four weeks.

6

Deep learning model using BI-LSTM Layers

2023-11-27

Quantitative Python ADM 2 Weekly Dengue

In this repo, in the path /models/neuralnetworks it's implemented a deep learning model with three lstm layers (the first one is bidirectional) interspersed with dropout layers and a dense layer in the output. This model computes the number of new cases in the next four weeks based on the last four weeks of data (cases and climate variables). The confidence interval of the predictions is computed using dropout and making multiple predictions to compute the ci of them.

5

Random Forest model with uncertainty computed with conformal prediction

2023-11-27

Quantitative Python ADM 2 Weekly Dengue

In this repo, in the path /models/gbt it's implemented a random forest regressor model that based on the last four weeks of data (cases and climate variables), compute the cases in the fourth week ahead. The predictions for multiple times are obtained in a rolling window fashion, i.e., the historical data window is moved forward one week at a time, predicting the next fourth week at each step. The confidence interval of the predictions are computed using the conformal prediction.

15

autoarima

2024-06-25

Temporal Quantitative R ADM 1 Weekly Dengue

demo

14

autoarima

2024-06-25

Temporal Quantitative R ADM 1 Weekly Dengue

demo

10

LSTM model

2024-05-10

Temporal Quantitative Python ADM 2 Weekly Dengue

In this repo, it's implemented a LSTM model that forecast the cases in the next four weeks and it used to gen probabilist forecasts according to a MEM baseline.

36 models

https://api.mosqlimate.org/api/registry/models/?page=1&per_page=50&


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