https://github.com/dreamhomes/PCIC-2021-Track1

PCIC 2021 Track1: Causal Discovery
https://github.com/dreamhomes/PCIC-2021-Track1

Last synced: 15 days ago
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PCIC 2021 Track1: Causal Discovery

• Host: GitHub
• URL: https://github.com/dreamhomes/PCIC-2021-Track1
• Owner: dreamhomes
• Created: 2021-06-22T06:29:43.000Z (over 3 years ago)
• Default Branch: master
• Last Pushed: 2021-06-23T07:39:09.000Z (over 3 years ago)
• Last Synced: 2024-08-01T16:28:01.793Z (3 months ago)
• Language: Jupyter Notebook
• Size: 5.32 MB
• Stars: 25
• Watchers: 3
• Forks: 6
• Open Issues: 0
• Metadata Files:
  • Readme: README.md

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README

        
## PCIC 2021 Track1: Causal Discovery

AIOps 相关：多告警间因果关系图学习，并辅助定位根因。

竞赛地址：[https://competition.huaweicloud.com/information/1000041487/introduction](https://competition.huaweicloud.com/information/1000041487/introduction)

赛题解读：[PCIC 2021 | 华为 & 北京大学因果推理挑战赛](https://dreamhomes.top/posts/202106211024.html)

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Baselines:

- TTPM (with topology)

  - Cite: [THP: Topological Hawkes Processes for Learning Granger Causality on Event Sequences](https://arxiv.org/abs/2105.10884)

  - Code: [https://nbviewer.jupyter.org/github/dreamhomes/PCIC-2021-Track1/blob/master/notebooks/baseline.ipynb](https://nbviewer.jupyter.org/github/dreamhomes/PCIC-2021-Track1/blob/master/notebooks/TTPM.ipynb)