diff --git a/nec.py b/nec.py index 0e0f556..fa80991 100644 --- a/nec.py +++ b/nec.py @@ -249,7 +249,7 @@ def training(args): mean_entropy.append(round(entropy,4)) mean_time.append(round(end_time-start_time,4)) - # plot_tsne(args.dataset,args.model,epoch,z.cpu(),model.mu_c.cpu(),tru,pre) + plot_tsne(args.dataset,args.model,epoch,z.cpu(),model.mu_c.cpu(),tru,pre) # metrics_list=[mean_h,mean_c,mean_v,mean_ari,mean_ami,mean_nmi,mean_purity,mean_accuracy,mean_f1,mean_precision,mean_recall,mean_entropy] diff --git a/result_logs/gcn_ae_citeseer_300 b/result_logs/gcn_ae_citeseer_300 index ea32c21..92f269f 100644 --- a/result_logs/gcn_ae_citeseer_300 +++ b/result_logs/gcn_ae_citeseer_300 @@ -60,3 +60,22 @@ time 25.7304 25.7304 0.0 mean list for latex table 'Nmi','purity','Ari','f1','precision','recall','entropy' 0.198 &0.4133 &0.0725 &0.3703 &0.5946 &0.3511 &0.4005 & + + +hidden1:64,hidden2:32,learning_rate:0.01,epochs:300,seed:20 +H 0.1438 0.1438 0.0 +C 0.1595 0.1595 0.0 +V 0.1513 0.1513 0.0 +Ari 0.0871 0.0871 0.0 +Ami 0.1494 0.1494 0.0 +Nmi 0.1513 0.1513 0.0 +purity 0.4094 0.4094 0.0 +accuracy 0.3742 0.3742 0.0 +f1 0.3657 0.3657 0.0 +precision 0.4183 0.4183 0.0 +recall 0.3742 0.3742 0.0 +entropy 0.1616 0.1616 0.0 +time 109.4111 109.4111 0.0 +mean list for latex table +'Nmi','purity','Ari','f1','precision','recall','entropy' +0.1513 &0.4094 &0.0871 &0.3657 &0.4183 &0.3742 &0.1616 & diff --git a/result_logs/gcn_ae_cora_300 b/result_logs/gcn_ae_cora_300 index 3546fce..9ea07a9 100644 --- a/result_logs/gcn_ae_cora_300 +++ b/result_logs/gcn_ae_cora_300 @@ -109,3 +109,98 @@ time 36.972 36.972 0.0 mean list for latex table 'Nmi','purity','Ari','f1','precision','recall','entropy' 0.3778 &0.5606 &0.2293 &0.539 &0.6758 &0.5247 &0.2421 & + + +hidden1:64,hidden2:32,learning_rate:0.01,epochs:300,seed:20 +H 0.3273 0.3273 0.0 +C 0.3349 0.3349 0.0 +V 0.3311 0.3311 0.0 +Ari 0.1999 0.1999 0.0 +Ami 0.3286 0.3286 0.0 +Nmi 0.3311 0.3311 0.0 +purity 0.534 0.534 0.0 +accuracy 0.4634 0.4634 0.0 +f1 0.4814 0.4814 0.0 +precision 0.6211 0.6211 0.0 +recall 0.4634 0.4634 0.0 +entropy 0.2946 0.2946 0.0 +time 88.025 88.025 0.0 +mean list for latex table +'Nmi','purity','Ari','f1','precision','recall','entropy' +0.3311 &0.534 &0.1999 &0.4814 &0.6211 &0.4634 &0.2946 & + + +hidden1:64,hidden2:32,learning_rate:0.01,epochs:300,seed:20 +H 0.3273 0.3933 0.3532 0.3066 0.4035 0.3568 0.0372 +C 0.3349 0.3951 0.3627 0.3247 0.4241 0.3683 0.0371 +V 0.3311 0.3942 0.3578 0.3154 0.4135 0.3624 0.037 +Ari 0.1999 0.2544 0.2153 0.1678 0.2532 0.2181 0.0329 +Ami 0.3286 0.392 0.3555 0.3128 0.4113 0.36 0.0371 +Nmi 0.3311 0.3942 0.3578 0.3154 0.4135 0.3624 0.037 +purity 0.534 0.5827 0.5151 0.4926 0.5908 0.543 0.0381 +accuracy 0.4634 0.5273 0.4716 0.4029 0.5366 0.4804 0.0484 +f1 0.4814 0.5124 0.4781 0.421 0.5676 0.4921 0.0479 +precision 0.6211 0.6284 0.58 0.5652 0.683 0.6155 0.0413 +recall 0.4634 0.5273 0.4716 0.4029 0.5366 0.4804 0.0484 +entropy 0.2946 0.2012 0.1824 0.3081 0.1574 0.2287 0.061 +time 88.0721 86.8728 106.7385 115.2077 113.4091 102.06 12.2463 +mean list for latex table +'Nmi','purity','Ari','f1','precision','recall','entropy' +0.3624 &0.543 &0.2181 &0.4921 &0.6155 &0.4804 &0.2287 & + + +hidden1:64,hidden2:32,learning_rate:0.01,epochs:300,seed:20 +H 0.3273 0.3273 0.0 +C 0.3349 0.3349 0.0 +V 0.3311 0.3311 0.0 +Ari 0.1999 0.1999 0.0 +Ami 0.3286 0.3286 0.0 +Nmi 0.3311 0.3311 0.0 +purity 0.534 0.534 0.0 +accuracy 0.4634 0.4634 0.0 +f1 0.4814 0.4814 0.0 +precision 0.6211 0.6211 0.0 +recall 0.4634 0.4634 0.0 +entropy 0.2946 0.2946 0.0 +time 90.2884 90.2884 0.0 +mean list for latex table +'Nmi','purity','Ari','f1','precision','recall','entropy' +0.3311 &0.534 &0.1999 &0.4814 &0.6211 &0.4634 &0.2946 & + + +hidden1:64,hidden2:32,learning_rate:0.01,epochs:300,seed:20 +H 0.3273 0.3933 0.3532 0.3066 0.4035 0.3568 0.0372 +C 0.3349 0.3951 0.3627 0.3247 0.4241 0.3683 0.0371 +V 0.3311 0.3942 0.3578 0.3154 0.4135 0.3624 0.037 +Ari 0.1999 0.2544 0.2153 0.1678 0.2532 0.2181 0.0329 +Ami 0.3286 0.392 0.3555 0.3128 0.4113 0.36 0.0371 +Nmi 0.3311 0.3942 0.3578 0.3154 0.4135 0.3624 0.037 +purity 0.534 0.5827 0.5151 0.4926 0.5908 0.543 0.0381 +accuracy 0.4634 0.5273 0.4716 0.4029 0.5366 0.4804 0.0484 +f1 0.4814 0.5124 0.4781 0.421 0.5676 0.4921 0.0479 +precision 0.6211 0.6284 0.58 0.5652 0.683 0.6155 0.0413 +recall 0.4634 0.5273 0.4716 0.4029 0.5366 0.4804 0.0484 +entropy 0.2946 0.2012 0.1824 0.3081 0.1574 0.2287 0.061 +time 91.2694 92.6288 91.2541 92.2611 90.2579 91.5343 0.8371 +mean list for latex table +'Nmi','purity','Ari','f1','precision','recall','entropy' +0.3624 &0.543 &0.2181 &0.4921 &0.6155 &0.4804 &0.2287 & + + +hidden1:64,hidden2:32,learning_rate:0.01,epochs:300,seed:20 +H 0.3273 0.3273 0.0 +C 0.3349 0.3349 0.0 +V 0.3311 0.3311 0.0 +Ari 0.1999 0.1999 0.0 +Ami 0.3286 0.3286 0.0 +Nmi 0.3311 0.3311 0.0 +purity 0.534 0.534 0.0 +accuracy 0.4634 0.4634 0.0 +f1 0.4814 0.4814 0.0 +precision 0.6211 0.6211 0.0 +recall 0.4634 0.4634 0.0 +entropy 0.2946 0.2946 0.0 +time 94.6124 94.6124 0.0 +mean list for latex table +'Nmi','purity','Ari','f1','precision','recall','entropy' +0.3311 &0.534 &0.1999 &0.4814 &0.6211 &0.4634 &0.2946 & diff --git a/result_logs/gcn_vae_citeseer_300 b/result_logs/gcn_vae_citeseer_300 index 7b5f214..db41b56 100644 --- a/result_logs/gcn_vae_citeseer_300 +++ b/result_logs/gcn_vae_citeseer_300 @@ -76,3 +76,22 @@ time 26.8487 26.8487 0.0 mean list for latex table 'Nmi','purity','Ari','f1','precision','recall','entropy' 0.248 &0.4974 &0.1533 &0.4324 &0.5604 &0.428 &0.2375 & + + +hidden1:64,hidden2:32,learning_rate:0.01,epochs:300,seed:20 +H 0.152 0.1588 0.1341 0.1434 0.1189 0.1414 0.014 +C 0.1787 0.18 0.173 0.177 0.1477 0.1713 0.012 +V 0.1643 0.1688 0.1511 0.1585 0.1317 0.1549 0.013 +Ari 0.0756 0.0704 0.0451 0.0759 0.0466 0.0627 0.0139 +Ami 0.1623 0.1669 0.149 0.1565 0.1297 0.1529 0.013 +Nmi 0.1643 0.1688 0.1511 0.1585 0.1317 0.1549 0.013 +purity 0.3946 0.395 0.3526 0.404 0.3835 0.3859 0.0179 +accuracy 0.3616 0.3544 0.3252 0.3847 0.3628 0.3577 0.0192 +f1 0.3695 0.3811 0.33 0.3876 0.3619 0.366 0.0201 +precision 0.5026 0.5305 0.4951 0.5252 0.5096 0.5126 0.0134 +recall 0.3616 0.3544 0.3252 0.3847 0.3628 0.3577 0.0192 +entropy 0.2753 0.2716 0.3893 0.267 0.3536 0.3114 0.0504 +time 145.0686 146.0673 116.7702 110.8846 110.1633 125.7908 16.3129 +mean list for latex table +'Nmi','purity','Ari','f1','precision','recall','entropy' +0.1549 &0.3859 &0.0627 &0.366 &0.5126 &0.3577 &0.3114 & diff --git a/result_logs/gcn_vaece_BlogCatalog_300 b/result_logs/gcn_vaece_BlogCatalog_300 index 5065e02..165bb34 100644 --- a/result_logs/gcn_vaece_BlogCatalog_300 +++ b/result_logs/gcn_vaece_BlogCatalog_300 @@ -786,3 +786,22 @@ time 89.8078 89.8078 0.0 mean list for latex table 'Nmi','purity','Ari','f1','precision','recall','entropy' 0.1548 &0.367 &0.1128 &0.1046 &0.11 &0.1101 &1.1017 & + + +hidden1:64,hidden2:32,learning_rate:0.01,epochs:300,seed:20,beta:1, omega:1, mutual_loss:1, clustering_loss:1, using kmeans:0, coembedding:1, encoder:gcn +H 0.2898 0.2892 0.2556 0.27 0.2345 0.2678 0.021 +C 0.2965 0.3404 0.3097 0.2995 0.2815 0.3055 0.0196 +V 0.2931 0.3127 0.2801 0.284 0.2559 0.2852 0.0185 +Ari 0.2346 0.2437 0.1628 0.2353 0.1479 0.2049 0.0408 +Ami 0.2922 0.3117 0.279 0.283 0.2548 0.2841 0.0185 +Nmi 0.2931 0.3127 0.2801 0.284 0.2559 0.2852 0.0185 +purity 0.5133 0.5206 0.496 0.4709 0.4652 0.4932 0.0221 +accuracy 0.474 0.4809 0.4577 0.4513 0.4534 0.4635 0.0118 +f1 0.4618 0.4133 0.4206 0.4088 0.4208 0.4251 0.0189 +precision 0.4589 0.4121 0.4887 0.4067 0.4987 0.453 0.038 +recall 0.474 0.4809 0.4577 0.4513 0.4534 0.4635 0.0118 +entropy 0.0334 0.4095 0.2951 0.2325 0.2872 0.2515 0.1233 +time 2257.8405 2259.4207 2259.6808 2202.3912 2083.7394 2212.6145 68.0658 +mean list for latex table +'Nmi','purity','Ari','f1','precision','recall','entropy' +0.2852 &0.4932 &0.2049 &0.4251 &0.453 &0.4635 &0.2515 & diff --git a/result_logs/gcn_vaece_Flickr_300 b/result_logs/gcn_vaece_Flickr_300 index 44cf1cb..f35aeae 100644 --- a/result_logs/gcn_vaece_Flickr_300 +++ b/result_logs/gcn_vaece_Flickr_300 @@ -498,3 +498,22 @@ time 203.7984 203.7984 0.0 mean list for latex table 'Nmi','purity','Ari','f1','precision','recall','entropy' 0.1782 &0.2977 &0.0946 &0.2314 &0.2891 &0.2791 &0.7576 & + + +hidden1:64,hidden2:32,learning_rate:0.01,epochs:300,seed:20,beta:1, omega:1, mutual_loss:1, clustering_loss:1, using kmeans:0, coembedding:1, encoder:gcn +H 0.2064 0.1497 0.2032 0.1936 0.1968 0.1899 0.0206 +C 0.2182 0.3001 0.2405 0.2104 0.3207 0.258 0.0444 +V 0.2122 0.1998 0.2203 0.2016 0.2439 0.2156 0.016 +Ari 0.1456 0.0886 0.1344 0.132 0.1211 0.1243 0.0195 +Ami 0.2106 0.1983 0.2187 0.2 0.242 0.2139 0.0159 +Nmi 0.2122 0.1998 0.2203 0.2016 0.2439 0.2156 0.016 +purity 0.3686 0.2911 0.3637 0.3302 0.3267 0.3361 0.0282 +accuracy 0.3526 0.2908 0.3459 0.3147 0.323 0.3254 0.0223 +f1 0.0814 0.0771 0.1081 0.0645 0.0747 0.0812 0.0146 +precision 0.1041 0.054 0.1329 0.0628 0.1628 0.1033 0.0412 +recall 0.0801 0.1863 0.1253 0.0738 0.1405 0.1212 0.0414 +entropy 0.1465 inf 0.3817 0.208 1.6777 inf nan +time 3016.0465 2563.5973 2559.5771 2560.6428 2563.6035 2652.6934 181.6835 +mean list for latex table +'Nmi','purity','Ari','f1','precision','recall','entropy' +0.2156 &0.3361 &0.1243 &0.0812 &0.1033 &0.1212 &inf & diff --git a/result_logs/gcn_vaece_citeseer_300 b/result_logs/gcn_vaece_citeseer_300 index c151a3c..dff4d75 100644 --- a/result_logs/gcn_vaece_citeseer_300 +++ b/result_logs/gcn_vaece_citeseer_300 @@ -537,3 +537,250 @@ time 81.8037 81.8037 0.0 mean list for latex table 'Nmi','purity','Ari','f1','precision','recall','entropy' 0.1657 &0.4313 &0.1484 &0.3966 &0.4143 &0.4178 &0.1586 & + + +hidden1:64,hidden2:32,learning_rate:0.01,epochs:300,seed:20,beta:1, omega:1, mutual_loss:1, clustering_loss:1, using kmeans:0, coembedding:1, encoder:gcn +H 0.3182 0.3182 0.0 +C 0.3162 0.3162 0.0 +V 0.3172 0.3172 0.0 +Ari 0.3142 0.3142 0.0 +Ami 0.3157 0.3157 0.0 +Nmi 0.3172 0.3172 0.0 +purity 0.6246 0.6246 0.0 +accuracy 0.5843 0.5843 0.0 +f1 0.5907 0.5907 0.0 +precision 0.606 0.606 0.0 +recall 0.5843 0.5843 0.0 +entropy 0.017 0.017 0.0 +time 297.0437 297.0437 0.0 +mean list for latex table +'Nmi','purity','Ari','f1','precision','recall','entropy' +0.3172 &0.6246 &0.3142 &0.5907 &0.606 &0.5843 &0.017 & + + +hidden1:64,hidden2:32,learning_rate:0.001,epochs:300,seed:20,beta:1, omega:1, mutual_loss:1, clustering_loss:1, using kmeans:0, coembedding:1, encoder:gcn +H 0.4185 0.4185 0.0 +C 0.413 0.413 0.0 +V 0.4158 0.4158 0.0 +Ari 0.4247 0.4247 0.0 +Ami 0.4145 0.4145 0.0 +Nmi 0.4158 0.4158 0.0 +purity 0.6976 0.6976 0.0 +accuracy 0.6688 0.6688 0.0 +f1 0.676 0.676 0.0 +precision 0.6922 0.6922 0.0 +recall 0.6688 0.6688 0.0 +entropy 0.0171 0.0171 0.0 +time 304.4184 304.4184 0.0 +mean list for latex table +'Nmi','purity','Ari','f1','precision','recall','entropy' +0.4158 &0.6976 &0.4247 &0.676 &0.6922 &0.6688 &0.0171 & + + +hidden1:64,hidden2:32,learning_rate:0.01,epochs:300,seed:20,beta:1, omega:1, mutual_loss:1, clustering_loss:1, using kmeans:0, coembedding:1, encoder:gcn +H 0.3364 0.3364 0.0 +C 0.3327 0.3327 0.0 +V 0.3345 0.3345 0.0 +Ari 0.3227 0.3227 0.0 +Ami 0.3331 0.3331 0.0 +Nmi 0.3345 0.3345 0.0 +purity 0.6225 0.6225 0.0 +accuracy 0.5609 0.5609 0.0 +f1 0.5825 0.5825 0.0 +precision 0.6304 0.6304 0.0 +recall 0.5609 0.5609 0.0 +entropy 0.077 0.077 0.0 +time 303.3667 303.3667 0.0 +mean list for latex table +'Nmi','purity','Ari','f1','precision','recall','entropy' +0.3345 &0.6225 &0.3227 &0.5825 &0.6304 &0.5609 &0.077 & + + +hidden1:64,hidden2:32,learning_rate:0.005,epochs:300,seed:20,beta:1, omega:1, mutual_loss:1, clustering_loss:1, using kmeans:0, coembedding:1, encoder:gcn +H 0.3536 0.3536 0.0 +C 0.3555 0.3555 0.0 +V 0.3546 0.3546 0.0 +Ari 0.3322 0.3322 0.0 +Ami 0.3532 0.3532 0.0 +Nmi 0.3546 0.3546 0.0 +purity 0.6276 0.6276 0.0 +accuracy 0.5891 0.5891 0.0 +f1 0.593 0.593 0.0 +precision 0.6236 0.6236 0.0 +recall 0.5891 0.5891 0.0 +entropy 0.0483 0.0483 0.0 +time 297.1023 297.1023 0.0 +mean list for latex table +'Nmi','purity','Ari','f1','precision','recall','entropy' +0.3546 &0.6276 &0.3322 &0.593 &0.6236 &0.5891 &0.0483 & + + +hidden1:64,hidden2:32,learning_rate:0.0001,epochs:300,seed:20,beta:1, omega:1, mutual_loss:1, clustering_loss:1, using kmeans:0, coembedding:1, encoder:gcn +H 0.0057 0.0057 0.0 +C 0.0056 0.0056 0.0 +V 0.0056 0.0056 0.0 +Ari 0.0031 0.0031 0.0 +Ami 0.0035 0.0035 0.0 +Nmi 0.0056 0.0056 0.0 +purity 0.2314 0.2314 0.0 +accuracy 0.1999 0.1999 0.0 +f1 0.2023 0.2023 0.0 +precision 0.2132 0.2132 0.0 +recall 0.1999 0.1999 0.0 +entropy 0.0515 0.0515 0.0 +time 302.3248 302.3248 0.0 +mean list for latex table +'Nmi','purity','Ari','f1','precision','recall','entropy' +0.0056 &0.2314 &0.0031 &0.2023 &0.2132 &0.1999 &0.0515 & + + +hidden1:64,hidden2:32,learning_rate:0.005,epochs:300,seed:20,beta:1, omega:1, mutual_loss:1, clustering_loss:1, using kmeans:0, coembedding:1, encoder:gcn +H 0.347 0.347 0.0 +C 0.3443 0.3443 0.0 +V 0.3457 0.3457 0.0 +Ari 0.337 0.337 0.0 +Ami 0.3443 0.3443 0.0 +Nmi 0.3457 0.3457 0.0 +purity 0.6348 0.6348 0.0 +accuracy 0.6002 0.6002 0.0 +f1 0.6118 0.6118 0.0 +precision 0.6455 0.6455 0.0 +recall 0.6002 0.6002 0.0 +entropy 0.0487 0.0487 0.0 +time 372.0013 372.0013 0.0 +mean list for latex table +'Nmi','purity','Ari','f1','precision','recall','entropy' +0.3457 &0.6348 &0.337 &0.6118 &0.6455 &0.6002 &0.0487 & + + +hidden1:64,hidden2:32,learning_rate:0.01,epochs:300,seed:20,beta:1, omega:1, mutual_loss:1, clustering_loss:1, using kmeans:0, coembedding:1, encoder:gcn +H 0.2759 0.2759 0.0 +C 0.274 0.274 0.0 +V 0.2749 0.2749 0.0 +Ari 0.2624 0.2624 0.0 +Ami 0.2734 0.2734 0.0 +Nmi 0.2749 0.2749 0.0 +purity 0.5678 0.5678 0.0 +accuracy 0.5074 0.5074 0.0 +f1 0.5166 0.5166 0.0 +precision 0.5449 0.5449 0.0 +recall 0.5074 0.5074 0.0 +entropy 0.0434 0.0434 0.0 +time 370.8873 370.8873 0.0 +mean list for latex table +'Nmi','purity','Ari','f1','precision','recall','entropy' +0.2749 &0.5678 &0.2624 &0.5166 &0.5449 &0.5074 &0.0434 & + + +hidden1:64,hidden2:32,learning_rate:0.01,epochs:300,seed:20,beta:1, omega:1, mutual_loss:1, clustering_loss:1, using kmeans:0, coembedding:1, encoder:gcn +H 0.2462 0.2462 0.0 +C 0.2532 0.2532 0.0 +V 0.2496 0.2496 0.0 +Ari 0.1823 0.1823 0.0 +Ami 0.248 0.248 0.0 +Nmi 0.2496 0.2496 0.0 +purity 0.4995 0.4995 0.0 +accuracy 0.4509 0.4509 0.0 +f1 0.4731 0.4731 0.0 +precision 0.5611 0.5611 0.0 +recall 0.4509 0.4509 0.0 +entropy 0.1298 0.1298 0.0 +time 372.4858 372.4858 0.0 +mean list for latex table +'Nmi','purity','Ari','f1','precision','recall','entropy' +0.2496 &0.4995 &0.1823 &0.4731 &0.5611 &0.4509 &0.1298 & + + +hidden1:64,hidden2:32,learning_rate:0.01,epochs:300,seed:20,beta:1, omega:1, mutual_loss:1, clustering_loss:1, using kmeans:0, coembedding:1, encoder:gcn +H 0.2799 0.2799 0.0 +C 0.3261 0.3261 0.0 +V 0.3012 0.3012 0.0 +Ari 0.2975 0.2975 0.0 +Ami 0.2996 0.2996 0.0 +Nmi 0.3012 0.3012 0.0 +purity 0.5618 0.5618 0.0 +accuracy 0.5431 0.5431 0.0 +f1 0.4791 0.4791 0.0 +precision 0.4563 0.4563 0.0 +recall 0.5431 0.5431 0.0 +entropy 0.3787 0.3787 0.0 +time 411.851 411.851 0.0 +mean list for latex table +'Nmi','purity','Ari','f1','precision','recall','entropy' +0.3012 &0.5618 &0.2975 &0.4791 &0.4563 &0.5431 &0.3787 & + + +hidden1:64,hidden2:32,learning_rate:0.01,epochs:300,seed:20,beta:1, omega:1, mutual_loss:1, clustering_loss:1, using kmeans:0, coembedding:1, encoder:gcn +H 0.3518 0.3518 0.0 +C 0.3587 0.3587 0.0 +V 0.3552 0.3552 0.0 +Ari 0.3748 0.3748 0.0 +Ami 0.3538 0.3538 0.0 +Nmi 0.3552 0.3552 0.0 +purity 0.6543 0.6543 0.0 +accuracy 0.6399 0.6399 0.0 +f1 0.629 0.629 0.0 +precision 0.6298 0.6298 0.0 +recall 0.6399 0.6399 0.0 +entropy 0.0204 0.0204 0.0 +time 387.488 387.488 0.0 +mean list for latex table +'Nmi','purity','Ari','f1','precision','recall','entropy' +0.3552 &0.6543 &0.3748 &0.629 &0.6298 &0.6399 &0.0204 & + + +hidden1:64,hidden2:32,learning_rate:0.01,epochs:300,seed:20,beta:1, omega:1, mutual_loss:1, clustering_loss:1, using kmeans:0, coembedding:1, encoder:gcn +H 0.2797 0.2797 0.0 +C 0.2807 0.2807 0.0 +V 0.2802 0.2802 0.0 +Ari 0.2693 0.2693 0.0 +Ami 0.2786 0.2786 0.0 +Nmi 0.2802 0.2802 0.0 +purity 0.5879 0.5879 0.0 +accuracy 0.5437 0.5437 0.0 +f1 0.5416 0.5416 0.0 +precision 0.5656 0.5656 0.0 +recall 0.5437 0.5437 0.0 +entropy 0.0479 0.0479 0.0 +time 381.9775 381.9775 0.0 +mean list for latex table +'Nmi','purity','Ari','f1','precision','recall','entropy' +0.2802 &0.5879 &0.2693 &0.5416 &0.5656 &0.5437 &0.0479 & + + +hidden1:64,hidden2:32,learning_rate:0.02,epochs:300,seed:20,beta:1, omega:1, mutual_loss:1, clustering_loss:1, using kmeans:0, coembedding:1, encoder:gcn +H 0.1829 0.1829 0.0 +C 0.2121 0.2121 0.0 +V 0.1964 0.1964 0.0 +Ari 0.1988 0.1988 0.0 +Ami 0.1945 0.1945 0.0 +Nmi 0.1964 0.1964 0.0 +purity 0.4899 0.4899 0.0 +accuracy 0.4719 0.4719 0.0 +f1 0.4213 0.4213 0.0 +precision 0.4097 0.4097 0.0 +recall 0.4719 0.4719 0.0 +entropy 0.22 0.22 0.0 +time 350.0357 350.0357 0.0 +mean list for latex table +'Nmi','purity','Ari','f1','precision','recall','entropy' +0.1964 &0.4899 &0.1988 &0.4213 &0.4097 &0.4719 &0.22 & + + +hidden1:64,hidden2:32,learning_rate:0.01,epochs:300,seed:20,beta:1, omega:1, mutual_loss:1, clustering_loss:1, using kmeans:0, coembedding:1, encoder:gcn +H 0.3117 0.2784 0.3118 0.2943 0.3222 0.3037 0.0155 +C 0.338 0.2969 0.3453 0.294 0.352 0.3252 0.0247 +V 0.3243 0.2873 0.3277 0.2942 0.3364 0.314 0.0195 +Ari 0.3212 0.2722 0.3057 0.2883 0.3445 0.3064 0.0252 +Ami 0.3228 0.2857 0.3261 0.2926 0.3349 0.3124 0.0195 +Nmi 0.3243 0.2873 0.3277 0.2942 0.3364 0.314 0.0195 +purity 0.5927 0.5702 0.6129 0.5852 0.6324 0.5987 0.0218 +accuracy 0.5861 0.5678 0.6129 0.5582 0.6315 0.5913 0.0274 +f1 0.1401 0.0811 0.1479 0.0738 0.1855 0.1257 0.0423 +precision 0.1619 0.0875 0.1441 0.0711 0.2287 0.1387 0.0563 +recall 0.1455 0.0938 0.1602 0.0775 0.1791 0.1312 0.039 +entropy 0.4163 0.4745 0.7755 0.016 0.6874 0.4739 0.2644 +time 328.026 328.6867 328.3313 328.0493 329.6972 328.5581 0.6177 +mean list for latex table +'Nmi','purity','Ari','f1','precision','recall','entropy' +0.314 &0.5987 &0.3064 &0.1257 &0.1387 &0.1312 &0.4739 & diff --git a/result_logs/gcn_vaece_cora_300 b/result_logs/gcn_vaece_cora_300 index 8077c3c..4aff93c 100644 --- a/result_logs/gcn_vaece_cora_300 +++ b/result_logs/gcn_vaece_cora_300 @@ -3095,3 +3095,345 @@ time 54.6672 54.6672 0.0 mean list for latex table 'Nmi','purity','Ari','f1','precision','recall','entropy' 0.3894 &0.5491 &0.303 &0.5257 &0.6377 &0.5484 &0.503 & + + +hidden1:64,hidden2:32,learning_rate:0.002,epochs:300,seed:20,beta:1, omega:1, mutual_loss:1, clustering_loss:1, using kmeans:0, coembedding:1, encoder:gcn +H 0.5385 0.5385 0.0 +C 0.5156 0.5156 0.0 +V 0.5268 0.5268 0.0 +Ari 0.4675 0.4675 0.0 +Ami 0.5251 0.5251 0.0 +Nmi 0.5268 0.5268 0.0 +purity 0.6931 0.6931 0.0 +accuracy 0.6809 0.6809 0.0 +f1 0.696 0.696 0.0 +precision 0.7516 0.7516 0.0 +recall 0.6809 0.6809 0.0 +entropy 0.0811 0.0811 0.0 +time 17.1262 17.1262 0.0 +mean list for latex table +'Nmi','purity','Ari','f1','precision','recall','entropy' +0.5268 &0.6931 &0.4675 &0.696 &0.7516 &0.6809 &0.0811 & + + +hidden1:64,hidden2:32,learning_rate:0.002,epochs:300,seed:20,beta:1, omega:1, mutual_loss:1, clustering_loss:1, using kmeans:0, coembedding:1, encoder:gcn +H 0.5385 0.5385 0.0 +C 0.5156 0.5156 0.0 +V 0.5268 0.5268 0.0 +Ari 0.4675 0.4675 0.0 +Ami 0.5251 0.5251 0.0 +Nmi 0.5268 0.5268 0.0 +purity 0.6931 0.6931 0.0 +accuracy 0.6809 0.6809 0.0 +f1 0.696 0.696 0.0 +precision 0.7516 0.7516 0.0 +recall 0.6809 0.6809 0.0 +entropy 0.0811 0.0811 0.0 +time 17.5304 17.5304 0.0 +mean list for latex table +'Nmi','purity','Ari','f1','precision','recall','entropy' +0.5268 &0.6931 &0.4675 &0.696 &0.7516 &0.6809 &0.0811 & + + +hidden1:64,hidden2:32,learning_rate:0.002,epochs:300,seed:20,beta:1, omega:1, mutual_loss:1, clustering_loss:1, using kmeans:0, coembedding:1, encoder:gcn +H 0.5385 0.5385 0.0 +C 0.5156 0.5156 0.0 +V 0.5268 0.5268 0.0 +Ari 0.4675 0.4675 0.0 +Ami 0.5251 0.5251 0.0 +Nmi 0.5268 0.5268 0.0 +purity 0.6931 0.6931 0.0 +accuracy 0.6809 0.6809 0.0 +f1 0.696 0.696 0.0 +precision 0.7516 0.7516 0.0 +recall 0.6809 0.6809 0.0 +entropy 0.0811 0.0811 0.0 +time 17.6205 17.6205 0.0 +mean list for latex table +'Nmi','purity','Ari','f1','precision','recall','entropy' +0.5268 &0.6931 &0.4675 &0.696 &0.7516 &0.6809 &0.0811 & + + +hidden1:64,hidden2:32,learning_rate:0.002,epochs:300,seed:20,beta:1, omega:1, mutual_loss:1, clustering_loss:1, using kmeans:0, coembedding:1, encoder:gcn +H 0.5385 0.5385 0.0 +C 0.5156 0.5156 0.0 +V 0.5268 0.5268 0.0 +Ari 0.4675 0.4675 0.0 +Ami 0.5251 0.5251 0.0 +Nmi 0.5268 0.5268 0.0 +purity 0.6931 0.6931 0.0 +accuracy 0.6809 0.6809 0.0 +f1 0.696 0.696 0.0 +precision 0.7516 0.7516 0.0 +recall 0.6809 0.6809 0.0 +entropy 0.0811 0.0811 0.0 +time 17.7508 17.7508 0.0 +mean list for latex table +'Nmi','purity','Ari','f1','precision','recall','entropy' +0.5268 &0.6931 &0.4675 &0.696 &0.7516 &0.6809 &0.0811 & + + +hidden1:64,hidden2:32,learning_rate:0.002,epochs:300,seed:20,beta:1, omega:1, mutual_loss:1, clustering_loss:1, using kmeans:0, coembedding:1, encoder:gcn +H 0.5385 0.5385 0.0 +C 0.5156 0.5156 0.0 +V 0.5268 0.5268 0.0 +Ari 0.4675 0.4675 0.0 +Ami 0.5251 0.5251 0.0 +Nmi 0.5268 0.5268 0.0 +purity 0.6931 0.6931 0.0 +accuracy 0.6809 0.6809 0.0 +f1 0.696 0.696 0.0 +precision 0.7516 0.7516 0.0 +recall 0.6809 0.6809 0.0 +entropy 0.0811 0.0811 0.0 +time 17.2103 17.2103 0.0 +mean list for latex table +'Nmi','purity','Ari','f1','precision','recall','entropy' +0.5268 &0.6931 &0.4675 &0.696 &0.7516 &0.6809 &0.0811 & + + +hidden1:64,hidden2:32,learning_rate:0.002,epochs:300,seed:20,beta:1, omega:1, mutual_loss:1, clustering_loss:1, using kmeans:0, coembedding:1, encoder:gcn +H 0.5382 0.5382 0.0 +C 0.5153 0.5153 0.0 +V 0.5265 0.5265 0.0 +Ari 0.4649 0.4649 0.0 +Ami 0.5248 0.5248 0.0 +Nmi 0.5265 0.5265 0.0 +purity 0.6909 0.6909 0.0 +accuracy 0.6787 0.6787 0.0 +f1 0.6941 0.6941 0.0 +precision 0.7507 0.7507 0.0 +recall 0.6787 0.6787 0.0 +entropy 0.0823 0.0823 0.0 +time 124.6961 124.6961 0.0 +mean list for latex table +'Nmi','purity','Ari','f1','precision','recall','entropy' +0.5265 &0.6909 &0.4649 &0.6941 &0.7507 &0.6787 &0.0823 & + + +hidden1:64,hidden2:32,learning_rate:0.002,epochs:300,seed:20,beta:1, omega:1, mutual_loss:1, clustering_loss:1, using kmeans:0, coembedding:1, encoder:gcn +H 0.5276 0.5276 0.0 +C 0.5386 0.5386 0.0 +V 0.533 0.533 0.0 +Ari 0.4592 0.4592 0.0 +Ami 0.5313 0.5313 0.0 +Nmi 0.533 0.533 0.0 +purity 0.6905 0.6905 0.0 +accuracy 0.6905 0.6905 0.0 +f1 0.6967 0.6967 0.0 +precision 0.7476 0.7476 0.0 +recall 0.6905 0.6905 0.0 +entropy 0.0753 0.0753 0.0 +time 108.6137 108.6137 0.0 +mean list for latex table +'Nmi','purity','Ari','f1','precision','recall','entropy' +0.533 &0.6905 &0.4592 &0.6967 &0.7476 &0.6905 &0.0753 & + + +hidden1:64,hidden2:32,learning_rate:0.002,epochs:300,seed:20,beta:1, omega:1, mutual_loss:1, clustering_loss:1, using kmeans:0, coembedding:1, encoder:gcn +H 0.4967 0.4967 0.0 +C 0.4796 0.4796 0.0 +V 0.488 0.488 0.0 +Ari 0.3569 0.3569 0.0 +Ami 0.4862 0.4862 0.0 +Nmi 0.488 0.488 0.0 +purity 0.6185 0.6185 0.0 +accuracy 0.503 0.503 0.0 +f1 0.5073 0.5073 0.0 +precision 0.5821 0.5821 0.0 +recall 0.503 0.503 0.0 +entropy 0.1157 0.1157 0.0 +time 129.1137 129.1137 0.0 +mean list for latex table +'Nmi','purity','Ari','f1','precision','recall','entropy' +0.488 &0.6185 &0.3569 &0.5073 &0.5821 &0.503 &0.1157 & + + +hidden1:64,hidden2:32,learning_rate:0.01,epochs:300,seed:20,beta:1, omega:1, mutual_loss:1, clustering_loss:1, using kmeans:0, coembedding:1, encoder:gcn +H 0.4665 0.4665 0.0 +C 0.4529 0.4529 0.0 +V 0.4596 0.4596 0.0 +Ari 0.3785 0.3785 0.0 +Ami 0.4576 0.4576 0.0 +Nmi 0.4596 0.4596 0.0 +purity 0.671 0.671 0.0 +accuracy 0.6388 0.6388 0.0 +f1 0.6358 0.6358 0.0 +precision 0.6685 0.6685 0.0 +recall 0.6388 0.6388 0.0 +entropy 0.0538 0.0538 0.0 +time 202.0639 202.0639 0.0 +mean list for latex table +'Nmi','purity','Ari','f1','precision','recall','entropy' +0.4596 &0.671 &0.3785 &0.6358 &0.6685 &0.6388 &0.0538 & + + +hidden1:64,hidden2:32,learning_rate:0.01,epochs:300,seed:20,beta:1, omega:1, mutual_loss:1, clustering_loss:1, using kmeans:0, coembedding:1, encoder:gcn +H 0.458 0.458 0.0 +C 0.4551 0.4551 0.0 +V 0.4566 0.4566 0.0 +Ari 0.3871 0.3871 0.0 +Ami 0.4546 0.4546 0.0 +Nmi 0.4566 0.4566 0.0 +purity 0.6499 0.6499 0.0 +accuracy 0.5949 0.5949 0.0 +f1 0.6103 0.6103 0.0 +precision 0.6659 0.6659 0.0 +recall 0.5949 0.5949 0.0 +entropy 0.0609 0.0609 0.0 +time 203.2516 203.2516 0.0 +mean list for latex table +'Nmi','purity','Ari','f1','precision','recall','entropy' +0.4566 &0.6499 &0.3871 &0.6103 &0.6659 &0.5949 &0.0609 & + + +hidden1:64,hidden2:32,learning_rate:0.01,epochs:300,seed:20,beta:1, omega:1, mutual_loss:1, clustering_loss:1, using kmeans:0, coembedding:1, encoder:gcn +H 0.495 0.495 0.0 +C 0.4897 0.4897 0.0 +V 0.4923 0.4923 0.0 +Ari 0.4426 0.4426 0.0 +Ami 0.4905 0.4905 0.0 +Nmi 0.4923 0.4923 0.0 +purity 0.7031 0.7031 0.0 +accuracy 0.6702 0.6702 0.0 +f1 0.6696 0.6696 0.0 +precision 0.6905 0.6905 0.0 +recall 0.6702 0.6702 0.0 +entropy 0.0332 0.0332 0.0 +time 201.2445 201.2445 0.0 +mean list for latex table +'Nmi','purity','Ari','f1','precision','recall','entropy' +0.4923 &0.7031 &0.4426 &0.6696 &0.6905 &0.6702 &0.0332 & + + +hidden1:64,hidden2:32,learning_rate:0.005,epochs:300,seed:20,beta:1, omega:1, mutual_loss:1, clustering_loss:1, using kmeans:0, coembedding:1, encoder:gcn +H 0.516 0.516 0.0 +C 0.4993 0.4993 0.0 +V 0.5075 0.5075 0.0 +Ari 0.4661 0.4661 0.0 +Ami 0.5057 0.5057 0.0 +Nmi 0.5075 0.5075 0.0 +purity 0.6806 0.6806 0.0 +accuracy 0.6507 0.6507 0.0 +f1 0.6594 0.6594 0.0 +precision 0.6895 0.6895 0.0 +recall 0.6507 0.6507 0.0 +entropy 0.033 0.033 0.0 +time 240.0485 240.0485 0.0 +mean list for latex table +'Nmi','purity','Ari','f1','precision','recall','entropy' +0.5075 &0.6806 &0.4661 &0.6594 &0.6895 &0.6507 &0.033 & + + +hidden1:64,hidden2:32,learning_rate:0.01,epochs:300,seed:20,beta:1, omega:1, mutual_loss:1, clustering_loss:1, using kmeans:0, coembedding:1, encoder:gcn +H 0.446 0.446 0.0 +C 0.469 0.469 0.0 +V 0.4572 0.4572 0.0 +Ari 0.3589 0.3589 0.0 +Ami 0.4551 0.4551 0.0 +Nmi 0.4572 0.4572 0.0 +purity 0.6233 0.6233 0.0 +accuracy 0.6019 0.6019 0.0 +f1 0.5904 0.5904 0.0 +precision 0.6561 0.6561 0.0 +recall 0.6019 0.6019 0.0 +entropy 0.2883 0.2883 0.0 +time 244.5601 244.5601 0.0 +mean list for latex table +'Nmi','purity','Ari','f1','precision','recall','entropy' +0.4572 &0.6233 &0.3589 &0.5904 &0.6561 &0.6019 &0.2883 & + + +hidden1:64,hidden2:32,learning_rate:0.01,epochs:300,seed:20,beta:1, omega:1, mutual_loss:1, clustering_loss:1, using kmeans:0, coembedding:1, encoder:gcn +H 0.4699 0.4699 0.0 +C 0.4619 0.4619 0.0 +V 0.4659 0.4659 0.0 +Ari 0.4246 0.4246 0.0 +Ami 0.4639 0.4639 0.0 +Nmi 0.4659 0.4659 0.0 +purity 0.6747 0.6747 0.0 +accuracy 0.6595 0.6595 0.0 +f1 0.6654 0.6654 0.0 +precision 0.7007 0.7007 0.0 +recall 0.6595 0.6595 0.0 +entropy 0.072 0.072 0.0 +time 245.3398 245.3398 0.0 +mean list for latex table +'Nmi','purity','Ari','f1','precision','recall','entropy' +0.4659 &0.6747 &0.4246 &0.6654 &0.7007 &0.6595 &0.072 & + + +hidden1:64,hidden2:32,learning_rate:0.01,epochs:300,seed:20,beta:1, omega:1, mutual_loss:1, clustering_loss:1, using kmeans:0, coembedding:1, encoder:gcn +H 0.4879 0.4879 0.0 +C 0.4972 0.4972 0.0 +V 0.4925 0.4925 0.0 +Ari 0.4635 0.4635 0.0 +Ami 0.4906 0.4906 0.0 +Nmi 0.4925 0.4925 0.0 +purity 0.6828 0.6828 0.0 +accuracy 0.6728 0.6728 0.0 +f1 0.6768 0.6768 0.0 +precision 0.7175 0.7175 0.0 +recall 0.6728 0.6728 0.0 +entropy 0.0816 0.0816 0.0 +time 259.7393 259.7393 0.0 +mean list for latex table +'Nmi','purity','Ari','f1','precision','recall','entropy' +0.4925 &0.6828 &0.4635 &0.6768 &0.7175 &0.6728 &0.0816 & + + +hidden1:64,hidden2:32,learning_rate:0.01,epochs:300,seed:20,beta:1, omega:1, mutual_loss:1, clustering_loss:1, using kmeans:0, coembedding:1, encoder:gcn +H 0.4887 0.4887 0.0 +C 0.4706 0.4706 0.0 +V 0.4795 0.4795 0.0 +Ari 0.3543 0.3543 0.0 +Ami 0.4776 0.4776 0.0 +Nmi 0.4795 0.4795 0.0 +purity 0.6289 0.6289 0.0 +accuracy 0.5787 0.5787 0.0 +f1 0.5893 0.5893 0.0 +precision 0.6716 0.6716 0.0 +recall 0.5787 0.5787 0.0 +entropy 0.135 0.135 0.0 +time 252.3843 252.3843 0.0 +mean list for latex table +'Nmi','purity','Ari','f1','precision','recall','entropy' +0.4795 &0.6289 &0.3543 &0.5893 &0.6716 &0.5787 &0.135 & + + +hidden1:64,hidden2:32,learning_rate:0.01,epochs:300,seed:20,beta:1, omega:1, mutual_loss:1, clustering_loss:1, using kmeans:0, coembedding:1, encoder:gcn +H 0.4477 0.4477 0.0 +C 0.4577 0.4577 0.0 +V 0.4526 0.4526 0.0 +Ari 0.4063 0.4063 0.0 +Ami 0.4506 0.4506 0.0 +Nmi 0.4526 0.4526 0.0 +purity 0.6285 0.6285 0.0 +accuracy 0.5934 0.5934 0.0 +f1 0.5923 0.5923 0.0 +precision 0.6184 0.6184 0.0 +recall 0.5934 0.5934 0.0 +entropy 0.1457 0.1457 0.0 +time 230.711 230.711 0.0 +mean list for latex table +'Nmi','purity','Ari','f1','precision','recall','entropy' +0.4526 &0.6285 &0.4063 &0.5923 &0.6184 &0.5934 &0.1457 & + + +hidden1:64,hidden2:32,learning_rate:0.002,epochs:300,seed:20,beta:1, omega:1, mutual_loss:1, clustering_loss:1, using kmeans:0, coembedding:1, encoder:gcn +H 0.5436 0.5436 0.0 +C 0.5235 0.5235 0.0 +V 0.5333 0.5333 0.0 +Ari 0.5061 0.5061 0.0 +Ami 0.5317 0.5317 0.0 +Nmi 0.5333 0.5333 0.0 +purity 0.7168 0.7168 0.0 +accuracy 0.7157 0.7157 0.0 +f1 0.7271 0.7271 0.0 +precision 0.7633 0.7633 0.0 +recall 0.7157 0.7157 0.0 +entropy 0.0488 0.0488 0.0 +time 205.6929 205.6929 0.0 +mean list for latex table +'Nmi','purity','Ari','f1','precision','recall','entropy' +0.5333 &0.7168 &0.5061 &0.7271 &0.7633 &0.7157 &0.0488 & diff --git a/result_logs/kmeans_cora_300 b/result_logs/kmeans_cora_300 index 2a8892a..244c02d 100644 --- a/result_logs/kmeans_cora_300 +++ b/result_logs/kmeans_cora_300 @@ -46,3 +46,111 @@ recall 0.3239 0.3239 0.0 entropy 0.1325 0.1325 0.0 mean list for latex table 0.3239 &0.1131 &0.3549 &0.0728 &0.3328 &0.4039 &0.3239 &0.1325 & + + +hidden1:32,hidden2:16,learning_rate:0.002,epochs:300,seed:20 +H 0.2212 0.2212 0.0 +C 0.2219 0.2219 0.0 +V 0.2216 0.2216 0.0 +Ari 0.1383 0.1383 0.0 +Ami 0.2187 0.2187 0.0 +Nmi 0.2216 0.2216 0.0 +purity 0.4719 0.4719 0.0 +accuracy 0.3973 0.3973 0.0 +f1 0.432 0.432 0.0 +precision 0.5561 0.5561 0.0 +recall 0.3973 0.3973 0.0 +entropy 0.2205 0.2205 0.0 +mean list for latex table +'Nmi','purity','Ari','f1','precision','recall','entropy' +0.2216 &0.4719 &0.1383 &0.432 &0.5561 &0.3973 &0.2205 & + + +hidden1:32,hidden2:16,learning_rate:0.002,epochs:300,seed:20 +H 0.1555 0.1419 0.1668 0.143 0.0747 0.1364 0.0322 +C 0.1546 0.1379 0.1673 0.1523 0.0971 0.1418 0.0242 +V 0.1551 0.1398 0.1671 0.1475 0.0844 0.1388 0.0286 +Ari 0.1071 0.0785 0.1135 0.0851 0.0381 0.0845 0.0266 +Ami 0.152 0.1367 0.164 0.1442 0.0805 0.1355 0.0289 +Nmi 0.1551 0.1398 0.1671 0.1475 0.0844 0.1388 0.0286 +purity 0.4069 0.3708 0.4188 0.3693 0.3224 0.3776 0.0338 +accuracy 0.3641 0.3035 0.3726 0.3371 0.2829 0.332 0.0344 +f1 0.3851 0.3193 0.3932 0.3443 0.2789 0.3442 0.0423 +precision 0.4636 0.4114 0.4754 0.4152 0.3954 0.4322 0.0314 +recall 0.3641 0.3035 0.3726 0.3371 0.2829 0.332 0.0344 +entropy 0.1496 0.1579 0.1644 0.1828 0.7105 0.273 0.219 +mean list for latex table +'Nmi','purity','Ari','f1','precision','recall','entropy' +0.1388 &0.3776 &0.0845 &0.3442 &0.4322 &0.332 &0.273 & + + +hidden1:32,hidden2:16,learning_rate:0.002,epochs:300,seed:20 +H 0.2477 0.1648 0.1108 0.1811 0.1587 0.1726 0.0442 +C 0.2666 0.1992 0.1626 0.1852 0.1766 0.198 0.0363 +V 0.2568 0.1804 0.1318 0.1831 0.1672 0.1839 0.0408 +Ari 0.1278 0.0981 0.0851 0.1025 0.0867 0.1 0.0154 +Ami 0.2539 0.177 0.1282 0.1801 0.1639 0.1806 0.041 +Nmi 0.2568 0.1804 0.1318 0.1831 0.1672 0.1839 0.0408 +purity 0.4664 0.3914 0.3848 0.4276 0.39 0.412 0.0311 +accuracy 0.404 0.3744 0.3667 0.3434 0.363 0.3703 0.0197 +f1 0.4264 0.3712 0.3135 0.3541 0.3625 0.3655 0.0363 +precision 0.5821 0.4877 0.3875 0.4311 0.4354 0.4648 0.0667 +recall 0.404 0.3744 0.3667 0.3434 0.363 0.3703 0.0197 +entropy 0.3114 0.3345 1.0228 0.1773 0.2132 0.4118 0.3111 +mean list for latex table +'Nmi','purity','Ari','f1','precision','recall','entropy' +0.1839 &0.412 &0.1 &0.3655 &0.4648 &0.3703 &0.4118 & + + +hidden1:32,hidden2:16,learning_rate:0.002,epochs:300,seed:20 +H 0.1484 0.1303 0.1062 0.1098 0.1251 0.124 0.0152 +C 0.1478 0.16 0.109 0.2174 0.2028 0.1674 0.039 +V 0.1481 0.1436 0.1076 0.1459 0.1547 0.14 0.0166 +Ari 0.1 0.0683 0.0687 0.0184 0.0407 0.0592 0.0277 +Ami 0.145 0.14 0.1042 0.1425 0.1514 0.1366 0.0166 +Nmi 0.1481 0.1436 0.1076 0.1459 0.1547 0.14 0.0166 +purity 0.4106 0.356 0.3508 0.3493 0.3589 0.3651 0.023 +accuracy 0.3556 0.3146 0.2976 0.3235 0.3582 0.3299 0.0236 +f1 0.3727 0.2973 0.3089 0.292 0.3317 0.3205 0.0294 +precision 0.4442 0.3925 0.3807 0.4875 0.4477 0.4305 0.0391 +recall 0.3556 0.3146 0.2976 0.3235 0.3582 0.3299 0.0236 +entropy 0.1542 0.5211 0.269 1.6541 1.4255 0.8048 0.616 +mean list for latex table +'Nmi','purity','Ari','f1','precision','recall','entropy' +0.14 &0.3651 &0.0592 &0.3205 &0.4305 &0.3299 &0.8048 & + + +hidden1:32,hidden2:16,learning_rate:0.002,epochs:300,seed:20 +H 0.235 0.1603 0.0548 0.2395 0.2203 0.182 0.0696 +C 0.2333 0.1644 0.0954 0.2446 0.2257 0.1927 0.056 +V 0.2341 0.1623 0.0696 0.2421 0.223 0.1862 0.0647 +Ari 0.1427 0.0982 0.06 0.1209 0.1389 0.1121 0.0305 +Ami 0.2313 0.1592 0.0664 0.2392 0.2201 0.1832 0.0649 +Nmi 0.2341 0.1623 0.0696 0.2421 0.223 0.1862 0.0647 +purity 0.4509 0.4213 0.3279 0.4657 0.4609 0.4253 0.0511 +accuracy 0.4191 0.3756 0.305 0.3774 0.3885 0.3731 0.0375 +f1 0.4575 0.3912 0.2193 0.4032 0.4086 0.376 0.0815 +precision 0.6081 0.4427 0.4591 0.5431 0.5034 0.5113 0.0598 +recall 0.4191 0.3756 0.305 0.3774 0.3885 0.3731 0.0375 +entropy 0.2112 0.0669 2.3681 0.2349 0.1549 0.6072 0.8823 +mean list for latex table +'Nmi','purity','Ari','f1','precision','recall','entropy' +0.1862 &0.4253 &0.1121 &0.376 &0.5113 &0.3731 &0.6072 & + + +hidden1:32,hidden2:16,learning_rate:0.002,epochs:300,seed:20 +H 0.1542 0.186 0.0774 0.2256 0.2253 0.1737 0.0551 +C 0.1519 0.1863 0.1219 0.2359 0.2393 0.1871 0.046 +V 0.153 0.1862 0.0947 0.2306 0.2321 0.1793 0.0516 +Ari 0.0906 0.1239 0.0321 0.1308 0.1527 0.106 0.042 +Ami 0.1499 0.1832 0.0911 0.2277 0.2292 0.1762 0.0519 +Nmi 0.153 0.1862 0.0947 0.2306 0.2321 0.1793 0.0516 +purity 0.3892 0.459 0.3246 0.4457 0.4812 0.4199 0.0565 +accuracy 0.3552 0.4032 0.2884 0.3962 0.4339 0.3754 0.0502 +f1 0.382 0.433 0.2667 0.4337 0.4498 0.393 0.0672 +precision 0.4742 0.5245 0.5366 0.5632 0.5667 0.533 0.0334 +recall 0.3552 0.4032 0.2884 0.3962 0.4339 0.3754 0.0502 +entropy 0.1314 0.135 1.5385 0.2452 0.1986 0.4497 0.546 +mean list for latex table +'Nmi','purity','Ari','f1','precision','recall','entropy' +0.1793 &0.4199 &0.106 &0.393 &0.533 &0.3754 &0.4497 & diff --git a/result_logs/nec_cora_300 b/result_logs/nec_cora_300 index ff43417..2281fb1 100644 --- a/result_logs/nec_cora_300 +++ b/result_logs/nec_cora_300 @@ -254,3 +254,79 @@ time 14.0779 14.0779 0.0 mean list for latex table 'Nmi','purity','Ari','f1','precision','recall','entropy' 0.4718 &0.6211 &0.3963 &0.0616 &0.0672 &0.0617 &0.1197 & + + +hidden1:64,hidden2:32,learning_rate:0.002,epochs:300,seed:20 +H 0.526 0.526 0.0 +C 0.5104 0.5104 0.0 +V 0.5181 0.5181 0.0 +Ari 0.4524 0.4524 0.0 +Ami 0.5164 0.5164 0.0 +Nmi 0.5181 0.5181 0.0 +purity 0.6765 0.6765 0.0 +accuracy 0.6307 0.6307 0.0 +f1 0.1473 0.1473 0.0 +precision 0.1714 0.1714 0.0 +recall 0.1337 0.1337 0.0 +entropy 0.0777 0.0777 0.0 +time 13.7281 13.7281 0.0 +mean list for latex table +'Nmi','purity','Ari','f1','precision','recall','entropy' +0.5181 &0.6765 &0.4524 &0.1473 &0.1714 &0.1337 &0.0777 & + + +hidden1:64,hidden2:32,learning_rate:0.002,epochs:300,seed:20 +H 0.4268 0.4268 0.0 +C 0.4072 0.4072 0.0 +V 0.4168 0.4168 0.0 +Ari 0.3207 0.3207 0.0 +Ami 0.4147 0.4147 0.0 +Nmi 0.4168 0.4168 0.0 +purity 0.5787 0.5787 0.0 +accuracy 0.5033 0.5033 0.0 +f1 0.0887 0.0887 0.0 +precision 0.16 0.16 0.0 +recall 0.0639 0.0639 0.0 +entropy 0.1784 0.1784 0.0 +time 22.062 22.062 0.0 +mean list for latex table +'Nmi','purity','Ari','f1','precision','recall','entropy' +0.4168 &0.5787 &0.3207 &0.0887 &0.16 &0.0639 &0.1784 & + + +hidden1:64,hidden2:32,learning_rate:0.002,epochs:300,seed:20 +H 0.4232 0.4413 0.3971 0.457 0.4764 0.439 0.0273 +C 0.4093 0.4199 0.375 0.4413 0.4593 0.421 0.0288 +V 0.4161 0.4303 0.3858 0.449 0.4677 0.4298 0.028 +Ari 0.3628 0.3306 0.2602 0.4344 0.4347 0.3645 0.0661 +Ami 0.414 0.4283 0.3836 0.447 0.4658 0.4277 0.0281 +Nmi 0.4161 0.4303 0.3858 0.449 0.4677 0.4298 0.028 +purity 0.5853 0.603 0.555 0.6171 0.6551 0.6031 0.0333 +accuracy 0.5192 0.5661 0.4542 0.5727 0.6108 0.5446 0.0538 +f1 0.2037 0.0997 0.1678 0.125 0.073 0.1338 0.0469 +precision 0.2464 0.0982 0.2382 0.1455 0.085 0.1627 0.0681 +recall 0.1998 0.1064 0.1492 0.1204 0.0753 0.1302 0.0421 +entropy 0.2834 0.096 0.1347 0.1669 0.1178 0.1598 0.066 +time 14.391 13.1943 12.4944 12.2779 12.8459 13.0407 0.7437 +mean list for latex table +'Nmi','purity','Ari','f1','precision','recall','entropy' +0.4298 &0.6031 &0.3645 &0.1338 &0.1627 &0.1302 &0.1598 & + + +hidden1:64,hidden2:32,learning_rate:0.002,epochs:300,seed:20 +H 0.4503 0.4737 0.4158 0.3978 0.4675 0.4489 0.4831 0.486 0.4125 0.448 0.4484 0.0292 +C 0.4359 0.4522 0.3953 0.39 0.4472 0.4416 0.4669 0.4768 0.3907 0.4253 0.4322 0.0297 +V 0.443 0.4627 0.4052 0.3939 0.4572 0.4452 0.4749 0.4813 0.4013 0.4363 0.4401 0.0294 +Ari 0.2828 0.4236 0.2988 0.237 0.3941 0.3201 0.422 0.4568 0.2808 0.3614 0.3477 0.0704 +Ami 0.441 0.4608 0.4031 0.3917 0.4552 0.4432 0.473 0.4795 0.3992 0.4343 0.4381 0.0295 +Nmi 0.443 0.4627 0.4052 0.3939 0.4572 0.4452 0.4749 0.4813 0.4013 0.4363 0.4401 0.0294 +purity 0.5768 0.6477 0.5698 0.5554 0.6222 0.6182 0.6532 0.6721 0.5576 0.5971 0.607 0.0399 +accuracy 0.5078 0.5927 0.51 0.4845 0.6182 0.5609 0.5687 0.5846 0.514 0.5668 0.5508 0.0417 +f1 0.0642 0.1902 0.0496 0.0712 0.2749 0.1219 0.0939 0.1133 0.2555 0.0794 0.1314 0.0767 +precision 0.087 0.2181 0.0654 0.0878 0.2776 0.1413 0.1122 0.1162 0.2712 0.1026 0.1479 0.0745 +recall 0.0569 0.1798 0.0417 0.0835 0.2818 0.1112 0.0868 0.1145 0.2563 0.0783 0.1291 0.0787 +entropy 0.1185 0.1847 0.1713 0.2754 0.1167 0.2967 0.0703 0.164 0.1501 0.1307 0.1678 0.0669 +time 12.9648 12.7938 13.1752 12.996 12.99 12.9532 12.9536 12.9139 13.1273 13.0479 12.9916 0.102 +mean list for latex table +'Nmi','purity','Ari','f1','precision','recall','entropy' +0.4401 &0.607 &0.3477 &0.1314 &0.1479 &0.1291 &0.1678 & diff --git a/traditional.py b/traditional.py index 7df477e..4a0d25e 100644 --- a/traditional.py +++ b/traditional.py @@ -114,7 +114,7 @@ def training(args): # torch.manual_seed(args.seed) if args.model == 'kmeans': - model = KMeans(n_clusters=args.nClusters) + model = KMeans(n_clusters=args.nClusters,max_iter=500,random_state=40) elif args.model == "gmm": model = GaussianMixture(n_components=args.nClusters) elif args.model == 'sc':