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EpiLPS: a fast and flexible Bayesian tool for estimating epidemiological parameters ================ Oswaldo Gressani (oswaldo.gressani@uhasselt.be)
EpiLPS (Gressani et al. 2022) is an Epidemiological modeling tool using Laplacian-P-Splines. It can be used to estimate (key) epidemiological parameters such as the time-varying reproduction number (the average number of secondary cases generated by an infected individual) or the incubation period of an infectious disease. It can also be used for nowcasting. The website associated to the project https://epilps.com/ provides a detailed documentation (or vignette) on how to use the underlying routines.
Associated literature:
Gressani, O., Wallinga, J., Althaus, C. L., Hens, N. and Faes, C. (2022). EpiLPS: A fast and flexible Bayesian tool for estimation of the time-varying reproduction number. PLoS Comput Biol 18(10): e1010618. https://doi.org/10.1371/journal.pcbi.1010618.
Gressani, O., Torneri, A., Hens, N. and Faes, C. (2023). Flexible Bayesian estimation of incubation times. MedRxiv preprint. https://www.medrxiv.org/content/10.1101/2023.08.07.23293752v1.
Sumalinab, B., Gressani, O., Hens, N. and Faes, C. (2023). Bayesian nowcasting with Laplacian-P-splines. MedRxiv preprint. https://www.medrxiv.org/content/10.1101/2022.08.26.22279249v2
Sumalinab, B., Gressani, O., Hens, N. and Faes, C. (2023). An efficient approach to nowcasting the time-varying reproduction number. MedRxiv preprint. https://doi.org/10.1101/2023.10.30.23297251
To cite the EpiLPS package in publications starting from version 1.2.0 use:
Gressani, O. (2021). EpiLPS: A Fast and Flexible Bayesian Tool for
Estimating Epidemiological Parameters. [Computer Software]. https://epilps.com/
For versions before 1.2.0 use:
Gressani, O. (2021). EpiLPS: A Fast and Flexible Bayesian Tool for
Estimation of the Time-varying Reproduction Number. [Computer Software]. https://epilps.com/
This is version 1.3.0 (2024-03-07) - “Extension to nowcasting”.
This project is funded by the European Union’s Research and Innovation Action under the H2020 work programme, EpiPose (grant number 101003688). It is also supported by the ESCAPE project (101095619) and the VERDI project (101045989), funded by the European Union.
EpiLPS: a fast and flexible Bayesian tool for estimating epidemiological parameters. Copyright (C) 2021-2024 Oswaldo Gressani.
This program is free software: you can redistribute it and/or modify it under the terms of the GNU General Public License as published by the Free Software Foundation, either version 3 of the License, or (at your option) any later version.
This program is distributed in the hope that it will be useful, but WITHOUT ANY WARRANTY; without even the implied warranty of MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the GNU General Public License for more details.
You should have received a copy of the GNU General Public License along with this program. If not, see https://www.gnu.org/licenses/.
These binaries (installable software) and packages are in development.
They may not be fully stable and should be used with caution. We make no claims about them.
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