Disjoint
pca_kmeans()
MNMF
MNMF.get_memberships()
MNMF.get_embedding()
MNMF.get_cluster_centers()
MNMF.fit()
DANMF
DANMF.setup_z()
DANMF.sklearn_pretrain()
DANMF.pre_training()
DANMF.setup_Q()
DANMF.update_U()
DANMF.update_P()
DANMF.update_V()
DANMF.calculate_cost()
DANMF.save_embedding()
DANMF.gen_membership()
DANMF.training()
DGL_GAEKmeans
DGL_GAEKmeans.fit()
DGL_GAEKmeans.get_embedding()
DGL_GAEKmeans.get_memberships()
SGCKmeans
SGCKmeans.fit()
SGCKmeans.get_embedding()
SGCKmeans.get_memberships()
DGL_VGAEKmeans
DGL_VGAEKmeans.fit()
DGL_VGAEKmeans.get_embedding()
DGL_VGAEKmeans.get_memberships()
VGAEKmeans
VGAEKmeans.fit()
VGAEKmeans.get_embedding()
VGAEKmeans.get_memberships()
VGAECD
VGAECD.recon_loss()
VGAECD.forward()
VGAECD.fit()
VGAECD.get_embedding()
VGAECD.get_memberships()
ComE
ComE.build_vocab_()
ComE.precalc_sampling()
ComE.reset_weights()
ComE.reset_communities_weights()
ComE.make_table()
ComE.fit()
ComE.get_memberships()
SEComm
SEComm.forward()
SEComm.fit()
SEComm.get_embedding()
SEComm.get_memberships()
SENetKmeans
SENetKmeans.fit()
SENetKmeans.get_embedding()
SENetKmeans.get_memberships()
ClusterNet
ClusterNet.forward()
ClusterNet.fit()
ClusterNet.get_embedding()
ClusterNet.get_memberships()
ClusterNet.training
SDCN
SDCN.forward()
SDCN.init_cluster_layer_parameter()
SDCN.fit()
SDCN.get_memberships()
SDCN.get_embedding()
SDCN.training
DFCN
DFCN.forward()
DFCN.get_embedding()
DFCN.get_memberships()
DFCN.fit()
DFCN.training
age_cluster
age_cluster.fit()
age_cluster.get_embedding()
age_cluster.get_memberships()
ContrastiveClustering
ContrastiveClustering.forward()
ContrastiveClustering.forward_cluster()
ContrastiveClustering.forward_instance()
ContrastiveClustering.fit()
ContrastiveClustering.get_embedding()
ContrastiveClustering.get_memberships()
DGIKmeans
DGIKmeans.fit()
DGIKmeans.get_embedding()
DGIKmeans.get_memberships()
GMIKmeans
GMIKmeans.fit()
GMIKmeans.get_embedding()
GMIKmeans.get_memberships()
IDEC
IDEC.clustering()
IDEC.get_distance()
IDEC.get_t_distribution()
IDEC.target_distribution()
IDEC.pretrain()
IDEC.forward()
IDEC.fit()
IDEC.get_embedding()
IDEC.get_memberships()
AGC
AGC.fit()
AGC.get_embedding()
AGC.get_memberships()
DAEGC
DAEGC.forward()
DAEGC.fit()
DAEGC.get_Q()
DAEGC.get_embedding()
DAEGC.get_memberships()
AGCN
AGCN.forward()
AGCN.init_cluster_layer_parameter()
AGCN.fit()
AGCN.get_memberships()
AGCN.get_embedding()
AGCN.training
DGC
DGC.forward()
DGC.loss()
DGC.fit()
DGC.get_embedding()
DGC.get_memberships()
DGC.load_best_model()
DGC.pretrain()
DGC.learn_structure()
GDCL
GDCL.pretrain()
GDCL.embed()
GDCL.forward()
GDCL.fit()
GDCL.get_embedding()
GDCL.get_memberships()
GDCL.training
GALA
GALA.forward()
GALA.init_weights()
GALA.fit()
GALA.get_encoder_operator()
GALA.get_decoder_operator()
GALA.get_memberships()
GALA.training
Overlapping
CommunityGAN
CommunityGAN.sampling()
CommunityGAN.forward()
CommunityGAN.fit()
CommunityGAN.get_embedding()
CommunityGAN.get_memberships()
CommunityGAN.get_disjoint_memberships()
CommunityGAN.get_overlapping_memberships()
Node Embedding
AE
AE.forward()
AE.fit()
AE.training
AE_encoder
AE_encoder.forward()
AE_encoder.training
AE_decoder
AE_decoder.training
AE_decoder.forward()
DGL_GAE
DGL_GAE.Encode()
DGL_GAE.Decode()
DGL_GAE.forward()
DGL_GAE.fit()
DGL_GAE.training
DGL_GAE.get_embedding()
IGAE
IGAE.forward()
IGAE.fit()
IGAE.training
IGAE_encoder
IGAE_encoder.forward()
IGAE_encoder.training
IGAE_decoder
IGAE_decoder.forward()
IGAE_decoder.training
Encoder
Encoder.forward()
Encoder.training
Decoder
Decoder.forward()
Decoder.training
VGAE
VGAE.forward()
VGAE.fit()
VGAE.get_embedding()
VGAE.training
loss_function()
DGL_VGAE
DGL_VGAE.encode()
DGL_VGAE.reparameterize()
DGL_VGAE.forward()
DGL_VGAE.fit()
DGL_VGAE.get_embedding()
DGL_VGAE.training
DGL_VGAE.get_memberships()
SGC
SGC.bce_loss()
SGC.preprocess_graph()
SGC.update_features()
SGC.forward()
SGC.fit()
SGC.get_embedding()
SGC.training
AGE
AGE.forward()
AGE.fit()
AGE.get_embedding()
AGE.training
LinTrans
LinTrans.forward()
LinTrans.training
SampleDecoder
SampleDecoder.forward()
SampleDecoder.training
update_similarity()
update_threshold()
preprocess_graph()
scale()
MVGRL
MVGRL.forward()
MVGRL.fit()
MVGRL.get_embedding()
MVGRL.get_memberships()
MVGRL.training
SENetEmbed
SENetEmbed.forward()
SENetEmbed.get_imporved_feature()
SENetEmbed.get_normalized_kernel_martix()
SENetEmbed.init_weights()
SENetEmbed.get_embedding()
SENetEmbed.fit()
SENetEmbed.training
SAIF
SAIF.forward()
SAIF.get_embedding()
SAIF.fit()
SAIF.training
DGIEmbed
DGIEmbed.forward()
DGIEmbed.fit()
DGIEmbed.get_embedding()
DGIEmbed.training
GMIEmbed
GMIEmbed.calc_loss()
GMIEmbed.forward()
GMIEmbed.fit()
GMIEmbed.set_features_norm()
GMIEmbed.set_adj_norm()
GMIEmbed.get_features_norm()
GMIEmbed.get_adj_norm()
GMIEmbed.get_embedding()
GMIEmbed.training
AGCEmbed
AGCEmbed.forward()
AGCEmbed.fit()
AGCEmbed.normalize_adj()
AGCEmbed.to_onehot()
AGCEmbed.square_dist()
AGCEmbed.get_embedding()
AGCEmbed.training
Module
GCN
BATCH_GCN
MultiLayerDNN
MultiLayerGNN
InnerProductDecoder
InstanceLoss
ClusterLoss
Utils
models
get_default_args()
load_data()
init_weights()
sk_clustering()
soft_kmeans_clustering()
purity()
best_mapping()
evaluation()
get_soft_assignment_matrix()
get_modularity_matrix()
get_modularity_value()
save_model()
load_model()
normalize_feature()
symmetrically_normalize_adj()
asymmetric_normalize_adj()
normalize_sublime()
get_repeat_shuffle_nodes_list()
normal_reparameterize()
agm()
choice()
CommunityGANSampling
sparse_mx_to_torch_sparse_tensor()
tab_printer()
make_parent_dirs()
refresh_file()
csv2file()
set_seed()
set_device()
print_model_parameters()
run_subprocess_command()
dump_var()
load_var()
load_or_dump()
torch_sparse_to_dgl_graph()
dgl_graph_to_torch_sparse()
compute_ppr()
count_label()
get_intra_class_edges()
get_intra_class_mean_distance()
get_neighbor_set()
get_motifs_with_one_more_node()
get_undireced_motifs()
construct_DGLgraph_for_non_graph()
construct_DGLgraph_for_non_graph_by_heat()
construct_DGLgraph_for_graph()
process_edges_info()
build_graph()
Index