https://github.com/wenchieh/catchcore

Hierarchical Dense Subtensor Detection in Tensors
https://github.com/wenchieh/catchcore

algorithm anomaly-detection dense-subtensor hierarchical-structure tensor-mining

Last synced: 3 months ago
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Hierarchical Dense Subtensor Detection in Tensors

• Host: GitHub
• URL: https://github.com/wenchieh/catchcore
• Owner: wenchieh
• License: mit
• Created: 2019-06-17T06:25:59.000Z (over 5 years ago)
• Default Branch: master
• Last Pushed: 2023-05-30T03:24:31.000Z (over 1 year ago)
• Last Synced: 2024-07-02T16:41:06.624Z (5 months ago)
• Topics: algorithm, anomaly-detection, dense-subtensor, hierarchical-structure, tensor-mining
• Language: Python
• Homepage:
• Size: 1.24 MB
• Stars: 6
• Watchers: 1
• Forks: 3
• Open Issues: 0
• Metadata Files:
  • Readme: README.html
  • License: LICENSE

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CatchCore: Catching Hierarchical Dense Subtensor

  

CatchCore is a novel framework to detect hierarchical dense cores in multi-aspect data (i.e. tensors).

CatchCore has following properties:



unified metric: provides a gradient-based optimized framework as well as theoretical guarantees

accurate: provides high accuracy in both synthetic and real data

effectiveness: spots anomaly patterns and hierarchical dense community

scalable: scales almost linearly with all factors of input tensor, also has linearly space complexity





Datasets

The download links for the datasets used in the paper are available online.





Android App rating.  1.32M × 61.3K × 1.28K × 5



BeerAdvocate rating.  26.5K × 50.8K × 1472 × 1



StackOverflow favorite.  545K × 96.7K × 1.15K × 1



DBLP Co-author.   1.31M × 1.31M × 72



Youtube Favorite.   3.22M × 3.22M × 203



DARPA TCP Dumps.   9.48K × 23.4K × 46.6K



AirForce TCP Dumps.  3 × 70 × 11 × 7.20K × 21.5K × 512 × 512



Environment

To install required libraries, please type

pip install -r requirements



Building and Running CatchCore

Please see User Guide



Running Demo

Demo for detecting hierarchical dense subtensor, please type

make

Reference

If you use this code as part of any published research, please acknowledge the following papers.

@inproceedings{feng2019catchcore,

  title={CatchCore: Catching Hierarchical Dense Subtensor},

  author={Wenjie Feng, Shenghua Liu, Huawei Shen, and Xueqi Cheng},

  booktitle={European Conference on Machine Learning and Principles and Practice of Knowledge Discovery in Databases (ECML-PKDD)},

  year={2019},

}



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