https://github.com/mahboobehad/ocausal

Outlier Causal Relationship Detecotor
https://github.com/mahboobehad/ocausal

causality-analysis datamining networkx notebook numpy outlier-detection python

Last synced: about 20 hours ago
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Outlier Causal Relationship Detecotor

• Host: GitHub
• URL: https://github.com/mahboobehad/ocausal
• Owner: mahboobehad
• License: gpl-3.0
• Created: 2020-01-05T04:30:57.000Z (almost 5 years ago)
• Default Branch: master
• Last Pushed: 2022-06-22T00:03:26.000Z (over 2 years ago)
• Last Synced: 2023-03-11T03:22:42.816Z (over 1 year ago)
• Topics: causality-analysis, datamining, networkx, notebook, numpy, outlier-detection, python
• Language: Jupyter Notebook
• Homepage:
• Size: 300 KB
• Stars: 1
• Watchers: 1
• Forks: 0
• Open Issues: 2
• Metadata Files:
  • Readme: README.md
  • License: LICENSE

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README

        
# ocausal

Stream outlier causality relation detecotor.

Ocausal implements a framework provided by a paper titled [Discovering spatio-temporal causal interactions in traffic data streams](https://dl.acm.org/doi/10.1145/2020408.2020571). Although the mentioned paper is concerned with vehicle traffic data, this project is capable of handling outliers of any kind of time frame streams linked to graph-based datasets. 

#### Note

* Some of the tests rely on random data, rerun in case of failure.

#### How it works

![how](asset/how.png)