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DCN: Deep Clustering Network

Forked from xuyxu (https://github.com/xuyxu/Deep-Clustering-Network)

Results

NMIARIparameters
0.8410.747mnist.py --latent-dim 10 --epoch 50 --pre-epoch 50 --lamda 0.005 --lr 0.002
0.8000.689mnist.py --latent-dim 10 --epoch 50 --pre-epoch 50 --lamda 0.005 --lr 0.001
0.8000.684mnist.py --latent-dim 10 --epoch 50 --pre-epoch 50 --lamda 0.004 --lr 0.001
0.7930.676mnist.py --latent-dim 10 --epoch 50 --pre-epoch 50 --lamda 0.01 --lr 0.001
0.7580.647mnist.py --latent-dim 10 --epoch 50 --pre-epoch 50 --lamda 0.05 --lr 0.001
0.7480.629mnist.py --latent-dim 10 --epoch 50 --pre-epoch 50 --lamda 0.05
0.7370.618mnist.py --latent-dim 10 --epoch 50 --pre-epoch 50 --lamda 0.05 --lr 0.0001
0.7370.595mnist.py --latent-dim 10 --epoch 50 --pre-epoch 50 --lamda 0.05 --lr 0.0005
0.7010.581mnist.py --latent-dim 10 --epoch 50 --pre-epoch 50
0.6610.472mnist.py --latent-dim 10 --epoch 50 --pre-epoch 50 --lamda 0.001 --lr 0.001
0.6270.412mnist.py --latent-dim 10 --epoch 50 --pre-epoch 50 --lamda 0.05 --lr 0.005
0.6780.526mnist.py --latent-dim 10 --epoch 50 --pre-epoch 50 --lamda 0.1 --lr 0.001
0.5360.205mnist.py --latent-dim 3 --epoch 50 --pre-epoch 50 --lamda 0.005 --lr 0.001
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0.810.73original paper claim: pre-/eps 50, lamda 0.05, 4-layer 500-500-2000-10