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DeepClusterADMM

This repository is provided to reproduce the results of our paper "DeepCluster: A General Clustering Framework based on Deep Learning". All those softwares are implemented in MATLAB.

Quick Start

To let you start the code quickly, we incorprated the pretrained weights of DAE.

Startup your MATLAB, and simply run

demo

to see the basic performance of DeepCluster.

To dive into the implementation of DeepCluster. See

run_dkmeans.m
run_dgmm_full.m

Make it better

If you have better implementations or better hyper-parameter settings, please pull your requests.

Notes

As there exists random initialization of clustering methods, so it is normal to have permissible error compared to the results as reported in the paper.

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An implementation of DeepCluster optimized by ADMM.

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