{"id":26997202,"url":"https://github.com/adityalab/camul","last_synced_at":"2025-04-04T02:17:11.811Z","repository":{"id":45427456,"uuid":"407594759","full_name":"AdityaLab/CAMul","owner":"AdityaLab","description":null,"archived":false,"fork":false,"pushed_at":"2022-02-18T16:50:26.000Z","size":579329,"stargazers_count":14,"open_issues_count":0,"forks_count":10,"subscribers_count":2,"default_branch":"master","last_synced_at":"2025-04-02T23:51:32.033Z","etag":null,"topics":[],"latest_commit_sha":null,"homepage":null,"language":"Python","has_issues":true,"has_wiki":null,"has_pages":null,"mirror_url":null,"source_name":null,"license":"mit","status":null,"scm":"git","pull_requests_enabled":true,"icon_url":"https://github.com/AdityaLab.png","metadata":{"files":{"readme":"README.md","changelog":null,"contributing":null,"funding":null,"license":"LICENSE","code_of_conduct":null,"threat_model":null,"audit":null,"citation":null,"codeowners":null,"security":null,"support":null}},"created_at":"2021-09-17T15:40:07.000Z","updated_at":"2024-10-24T07:52:24.000Z","dependencies_parsed_at":"2022-08-04T15:00:12.507Z","dependency_job_id":null,"html_url":"https://github.com/AdityaLab/CAMul","commit_stats":null,"previous_names":[],"tags_count":0,"template":false,"template_full_name":null,"repository_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/AdityaLab%2FCAMul","tags_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/AdityaLab%2FCAMul/tags","releases_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/AdityaLab%2FCAMul/releases","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/AdityaLab%2FCAMul/manifests","owner_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/AdityaLab","download_url":"https://codeload.github.com/AdityaLab/CAMul/tar.gz/refs/heads/master","host":{"name":"GitHub","url":"https://github.com","kind":"github","repositories_count":247107827,"owners_count":20884797,"icon_url":"https://github.com/github.png","version":null,"created_at":"2022-05-30T11:31:42.601Z","updated_at":"2022-07-04T15:15:14.044Z","host_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub","repositories_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories","repository_names_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repository_names","owners_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners"}},"keywords":[],"created_at":"2025-04-04T02:17:11.267Z","updated_at":"2025-04-04T02:17:11.797Z","avatar_url":"https://github.com/AdityaLab.png","language":"Python","funding_links":[],"categories":[],"sub_categories":[],"readme":"# CaMUL: Calibrated and Accurate Multi-view Time-Series Forecasting\n\n\n## Setup\nWe require you to have `anaconda` or `miniconda` installed. Run the script `./scripts/setup.sh` to setup the virtual environment with all the required packages.\n\n## Data download and preprocessing\n\n### Twitter dataset\n\nThe probability distributions for each week over all states are available in `./data/tweet_dataset` folder as npy files for each week and state.\n\n### Power dataset\n\nRun the `./scripts/download_power.sh` to download dataset.\n\n### Covid dataset\n\nCovid dataset is available in `./data/covid_data` folder. Run `./scripts/covid_preprocess.sh` to preprocess the features of dataset.\n\n### Google Symptoms\n\nSymptoms dataset is available in `./data/symptom_data`. Run `./scripts/preprocess_symp.sh` for preprocessing.\n\n## Experiments\n\nWe have `./train_tweets.py`, `./train_covid.py`, `./train_power.py`, `./train_symp.py` to run the model for each of the benchmarks. You may tune the arguments related week ahead, prediction week/season by passing the commandline arguments. Use the `--help` flag for a list of all arguments.\n\n## Acknowledgement\n\nIn case you use our code or datasets, please cite us as:\n\n```\n@article{kamarthi2021camul,\n  title={CAMul: Calibrated and Accurate Multi-view Time-Series Forecasting},\n  author={Kamarthi, Harshavardhan and Kong, Lingkai and Rodr{\\'\\i}guez, Alexander and Zhang, Chao and Prakash, B Aditya},\n  journal={Proceedings of the Web Conference 2022},\n  year={2022}\n}\n```\n\n\n","project_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fadityalab%2Fcamul","html_url":"https://awesome.ecosyste.ms/projects/github.com%2Fadityalab%2Fcamul","lists_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fadityalab%2Fcamul/lists"}