| Name: | DeepOutbreak |
|---|---|
| Abbreviation: | UM-DeepOutbreak |
| Owner: | lshandross |
| Team name: | University of Michigan, Computer Science and Engineering |
| Description: | Deep neural network model with conformal predictions. |
| Contributors: | Ruipu Li (University of Michigan) <liruipu@umich.edu>, Hersh Vora (University of Michigan) <hershvo@umich.edu>, Alexander RodrÃguez (University of Michigan) <alrodri@umich.edu> [orcid: 0000-0002-4313-9913] |
| License: | Creative Commons Attribution 4.0 |
| Notes: | Designated model // Data inputs: Flu hospitalizations from HHS, Google's symptom search data, and CDC's ILI data. // Team funding: Start-up funds from the University of Michigan |
| Citation: | Rodriguez, A., Tabassum, A., Cui, J., Xie, J., Ho, J., Agarwal, P., Adhikari, B. and Prakash, B.A., 2021, May. Deepcovid: An operational deep learning-driven framework for explainable real-time covid-19 forecasting. In Proceedings of the AAAI Conference on Artificial Intelligence (Vol. 35, No. 17, pp. 15393-15400). https://ojs.aaai.org/index.php/AAAI/article/view/17808 |
| Methods: | Deep neural network model with conformal predictions. The neural network architecture is a sequence-to-sequence model based on recurrent units and self-attention modules. It is trained in a multi-task setting where each region is considered a task. The uncertainty quantification is conducted post hoc with conformal predictions that follows adaptive conformal inference to adapt to distribution shifts. Spatial correlation is not considered. |
| Home: | https://alrodri.engin.umich.edu/ |
| Auxiliary data: | (No URL) |
| Timezero | Data Source | Upload Time | Issued at | Version |
|---|---|---|---|---|
| 2024-04-27 | forecast-738176eab4cc.json | 2024-04-25 11:22:51 UTC | 2024-04-25 11:22:51 UTC | |
| 2024-04-20 | forecast-734e12c5df8b.json | 2024-04-18 11:22:38 UTC | 2024-04-18 11:22:38 UTC | |
| 2024-04-13 | forecast-73f0285a1414.json | 2024-04-13 11:18:35 UTC | 2024-04-13 11:18:35 UTC | |
| 2024-04-06 | forecast-73a75444e78d.json | 2024-04-04 11:22:36 UTC | 2024-04-04 11:22:36 UTC | |
| 2024-03-30 | forecast-75827490d152.json | 2024-03-28 11:26:26 UTC | 2024-03-28 11:26:26 UTC | |
| 2024-03-23 | forecast-75557e6fd7a3.json | 2024-03-21 11:26:29 UTC | 2024-03-21 11:26:29 UTC | |
| 2024-03-16 | forecast-75a443d67802.json | 2024-03-14 11:25:21 UTC | 2024-03-14 11:25:21 UTC | |
| 2024-03-09 | forecast-75e226ea2e17.json | 2024-03-07 11:25:38 UTC | 2024-03-07 11:25:38 UTC | |
| 2024-03-02 | forecast-7520709abaa9.json | 2024-03-01 15:33:31 UTC | 2024-03-01 15:33:31 UTC | |
| 2024-06-01 | (No data) | |||
| 2024-05-25 | (No data) | |||
| 2024-05-18 | (No data) | |||
| 2024-05-11 | (No data) | |||
| 2024-05-04 | forecast-73ae42863afe.json | 2024-05-02 11:23:05 UTC | 2024-05-02 11:23:05 UTC | |
| 2024-02-24 | forecast-74e759feeaa0.json | 2024-02-22 11:25:13 UTC | 2024-02-22 11:25:13 UTC | |
| 2024-02-17 | forecast-754757da9bcf.json | 2024-02-15 11:24:59 UTC | 2024-02-15 11:24:59 UTC | |
| 2024-02-10 | forecast-74e85d04e39f.json | 2024-02-08 11:25:28 UTC | 2024-02-08 11:25:28 UTC | |
| 2024-02-03 | forecast-750e6306d6dc.json | 2024-02-02 11:24:32 UTC | 2024-02-02 11:24:32 UTC | |
| 2024-01-27 | forecast-756e7177494b.json | 2024-01-25 11:26:26 UTC | 2024-01-25 11:26:26 UTC | |
| 2024-01-20 | forecast-74f81b0f1194.json | 2024-01-18 11:25:11 UTC | 2024-01-18 11:25:11 UTC | |
| 2024-01-13 | forecast-752063b1d9e0.json | 2024-01-11 11:25:20 UTC | 2024-01-11 11:25:20 UTC | |
| 2024-01-06 | forecast-74f946bfc5bc.json | 2024-01-04 11:25:14 UTC | 2024-01-04 11:25:14 UTC | |
| 2023-12-30 | forecast-75034edf4aa9.json | 2023-12-29 11:23:44 UTC | 2023-12-29 11:23:44 UTC | |
| 2023-12-23 | forecast-74d16f177dce.json | 2023-12-21 11:25:22 UTC | 2023-12-21 11:25:22 UTC | |
| 2023-12-16 | forecast-75bc7acae507.json | 2023-12-14 11:25:20 UTC | 2023-12-14 11:25:20 UTC | |
| 2023-12-09 | forecast-75323c09a99c.json | 2023-12-08 14:56:51 UTC | 2023-12-08 14:56:51 UTC | |
| 2023-12-02 | forecast-ac64415f2ca0.json | 2023-12-07 15:03:28 UTC | 2023-12-07 15:03:28 UTC | |
| 2023-11-25 | forecast-2e9063aa218a.json | 2023-11-28 20:37:54 UTC | 2023-11-28 20:37:54 UTC | |
| 2023-11-18 | forecast-2e9053bf5e2c.json | 2023-11-28 20:37:41 UTC | 2023-11-28 20:37:41 UTC | |
| 2023-11-11 | forecast-2e901c2aa98.json | 2023-11-28 20:37:20 UTC | 2023-11-28 20:37:20 UTC | |
| 2023-11-04 | forecast-2e90627f46eb.json | 2023-11-28 20:37:08 UTC | 2023-11-28 20:37:08 UTC | |
| 2023-10-28 | forecast-2e902aafafb.json | 2023-11-28 20:36:54 UTC | 2023-11-28 20:36:54 UTC | |
| 2023-10-21 | forecast-2e9046ea542b.json | 2023-11-28 20:36:42 UTC | 2023-11-28 20:36:42 UTC | |
| 2023-10-14 | forecast-2e9050eea6.json | 2023-11-28 20:36:09 UTC | 2023-11-28 20:36:09 UTC | |
| 2023-10-07 | (No data) |