{"id":20153066,"url":"https://github.com/huawei-noah/bht-arima","last_synced_at":"2025-04-09T21:32:58.510Z","repository":{"id":96630555,"uuid":"242893533","full_name":"huawei-noah/BHT-ARIMA","owner":"huawei-noah","description":"Code for paper: Block Hankel Tensor ARIMA for Multiple Short Time Series Forecasting (AAAI-20)","archived":false,"fork":false,"pushed_at":"2021-06-08T01:29:04.000Z","size":63,"stargazers_count":105,"open_issues_count":4,"forks_count":40,"subscribers_count":3,"default_branch":"master","last_synced_at":"2025-04-01T07:38:10.249Z","etag":null,"topics":["arima-forecasting","tensor-decomposition","tensor-factorization","time-series"],"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/huawei-noah.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,"governance":null,"roadmap":null,"authors":null}},"created_at":"2020-02-25T02:43:54.000Z","updated_at":"2025-03-08T11:18:24.000Z","dependencies_parsed_at":"2024-01-12T17:34:34.285Z","dependency_job_id":"3f317127-4b94-4484-a0b4-e353e087dbe4","html_url":"https://github.com/huawei-noah/BHT-ARIMA","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/huawei-noah%2FBHT-ARIMA","tags_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/huawei-noah%2FBHT-ARIMA/tags","releases_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/huawei-noah%2FBHT-ARIMA/releases","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/huawei-noah%2FBHT-ARIMA/manifests","owner_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/huawei-noah","download_url":"https://codeload.github.com/huawei-noah/BHT-ARIMA/tar.gz/refs/heads/master","host":{"name":"GitHub","url":"https://github.com","kind":"github","repositories_count":248114904,"owners_count":21050137,"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":["arima-forecasting","tensor-decomposition","tensor-factorization","time-series"],"created_at":"2024-11-13T23:16:56.066Z","updated_at":"2025-04-09T21:32:58.483Z","avatar_url":"https://github.com/huawei-noah.png","language":"Python","funding_links":[],"categories":[],"sub_categories":[],"readme":"# BHT-ARIMA\n\nA tensor decomposition-based time series forecasting algorithm, which tactically incorporates the unique advantages of Hankelization, low-rank Tucker decomposition and ARIMA into a unified framework.  \nMore details (including parameter settings) refer to [the original paper](https://arxiv.org/abs/2002.12135).\n\n### Paper\n- **\"[Block Hankel Tensor ARIMA for Multiple Short Time Series Forecasting](https://arxiv.org/abs/2002.12135)\", AAAI-20**\n\n### Datasets\n  \nTraffic dataset. The traffic data is originally collected from California department of transportation 1 and describes the road occupy rate of Los Angeles County highway network.We here use the same subset used in (Yu, Yin, and Zhu 2017) which selects **228 sensors** randomly. And We take **the first 40 time points** of them as data of our demo\n\n### Getting Started\n\n#### Prerequisites  \n\n- python 3.5+\n- python libraries\n  - tensorly\n  - scipy\n  - numpy\n  - pandas \n\n#### Run\n\n```python\npython main.py\n```\n\n\n\n### License\n© Contributors, 2019. Licensed under an [MIT](LICENSE) license.\n","project_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fhuawei-noah%2Fbht-arima","html_url":"https://awesome.ecosyste.ms/projects/github.com%2Fhuawei-noah%2Fbht-arima","lists_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fhuawei-noah%2Fbht-arima/lists"}