update

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]

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 &

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 &

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 &

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 &

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 &