fengwangcn / cast

Codes and datasets

Spectral Clustering on Multi-scale Data

This is an implementation of CAST in the KDD2020 paper:

CAST: A Correlation-based Adaptive Spectral Clustering Algorithm on Multi-scale Data

by Xiang Li, Ben Kao, Caihua Shan, Dawei Yin, Martin Ester.

Also, the project includes the implementation of ROSC in the WWW2018 paper:

ROSC: robust spectral clustering on multi-scale data

by Xiang Li, Ben Kao, Siqiang Luo, Martin Ester.

Note that both ROSC and CAST study robust spectral clustering on multi-scale data.

Introduction

The codes are written by Matlab

The entry file is main.m

ROSC.m implements the core of ROSC

ROSC-S.m implements the core of ROSC-S

CAST.m implements the core of CAST

Reference

Please cite the papers if you use our codes in this repo.

@inproceedings{li2018rosc,
  title={ROSC: Robust spectral clustering on multi-scale data},
  author={Li, Xiang and Kao, Ben and Luo, Siqiang and Ester, Martin},
  booktitle={WWW},
  pages={157--166},
  year={2018}
}

@inproceedings{li2020cast,
  title={CAST: A Correlation-based Adaptive Spectral Clustering Algorithm on Multi-scale Data},
  author={Li, Xiang and Kao, Ben and Shan, Caihua and Yin, Dawei and Ester, Martin},
  booktitle={KDD},
  year={2020}
}