Index

B

batched_semi_loss() (DiGCL method)

C

cal_fast_appr() (in module torch_geometric_signed_directed.utils.directed.get_adjs_DiGCN) Citeseer (class in torch_geometric_signed_directed.data.directed.citation)

complex_relu() (complex_relu_layer method) complex_relu_layer (class in torch_geometric_signed_directed.nn.directed.complex_relu) Cora_ml (class in torch_geometric_signed_directed.data.directed.citation)

D

DGCN_link_prediction (class in torch_geometric_signed_directed.nn.directed.DGCN_link_prediction) DGCN_node_classification (class in torch_geometric_signed_directed.nn.directed.DGCN_node_classification) DGCNConv (class in torch_geometric_signed_directed.nn.directed.DGCNConv) DiGCL (class in torch_geometric_signed_directed.nn.directed.DiGCL) DiGCN_Inception_Block_link_prediction (class in torch_geometric_signed_directed.nn.directed.DiGCN_Inception_Block_link_prediction) DiGCN_Inception_Block_node_classification (class in torch_geometric_signed_directed.nn.directed.DiGCN_Inception_Block_node_classification) DiGCN_InceptionBlock (class in torch_geometric_signed_directed.nn.directed.DiGCN_Inception_Block) DiGCN_link_prediction (class in torch_geometric_signed_directed.nn.directed.DiGCN_link_prediction) DiGCN_node_classification (class in torch_geometric_signed_directed.nn.directed.DiGCN_node_classification) DiGCNConv (class in torch_geometric_signed_directed.nn.directed.DiGCNConv) DIGRAC_node_clustering (class in torch_geometric_signed_directed.nn.directed.DIGRAC_node_clustering) DIGRAC_real_data (class in torch_geometric_signed_directed.data.directed.DIGRAC_real_data) DIMPA (class in torch_geometric_signed_directed.nn.directed.DIMPA)

directed_features_in_out() (in module torch_geometric_signed_directed.utils.directed.features_in_out) DirectedData (class in torch_geometric_signed_directed.data.directed.DirectedData) discriminate() (Link_Sign_Entropy_Loss method) download() (Citeseer method) (Cora_ml method) (DIGRAC_real_data method) (MSGNN_real_data method) (SDGNN_real_data method) (SSSNET_real_data method) (Telegram method) (WikiCS method) (WikipediaNetwork method) drop_feature() (in module torch_geometric_signed_directed.utils.directed.DiGCL_utils) DSBM() (in module torch_geometric_signed_directed.data.directed.DSBM)

E

extract_network() (in module torch_geometric_signed_directed.utils.general.extract_network)

F

forward() (complex_relu_layer method) (DGCN_link_prediction method) (DGCN_node_classification method) (DGCNConv method) (DiGCL method) (DiGCN_Inception_Block_link_prediction method) (DiGCN_Inception_Block_node_classification method) (DiGCN_InceptionBlock method) (DiGCN_link_prediction method) (DiGCN_node_classification method) (DiGCNConv method) (DIGRAC_node_clustering method) (DIMPA method) (Link_Sign_Entropy_Loss method) (Link_Sign_Product_Loss method) (MagNet_link_prediction method) (MagNet_node_classification method) (MagNetConv method) (MSConv method) (MSGNN_link_prediction method) (MSGNN_node_classification method) (Prob_Balanced_Normalized_Loss method) (Prob_Balanced_Ratio_Loss method) (Prob_Imbalance_Loss method) (SDGNN method) (SGCN method) (SGCNConv method) (SiGAT method) (Sign_Direction_Loss method) (Sign_Product_Entropy_Loss method) (Sign_Structure_Loss method) (Sign_Triangle_Loss method) (SIMPA method) (SNEA method) (SSSNET_link_prediction method) (SSSNET_node_clustering method) (Unhappy_Ratio method)

G

get_appr_directed_adj() (in module torch_geometric_signed_directed.utils.directed.get_adjs_DiGCN) get_magnetic_Laplacian() (in module torch_geometric_signed_directed.utils.directed.get_magnetic_Laplacian)

get_magnetic_signed_Laplacian() (in module torch_geometric_signed_directed.utils.general.get_magnetic_signed_Laplacian) get_second_directed_adj() (in module torch_geometric_signed_directed.utils.directed.get_adjs_DiGCN)

I

in_out_degree() (in module torch_geometric_signed_directed.utils.general.in_out_degree)

is_directed (DirectedData property) (SignedData property)

L

link_class_split() (in module torch_geometric_signed_directed.utils.general.link_split) link_sign_direction_prediction_logistic_function() (in module torch_geometric_signed_directed.utils.general.link_sign_direction_prediction_logistic_function) Link_Sign_Entropy_Loss (class in torch_geometric_signed_directed.utils.signed.link_sign_loss) link_sign_prediction_logistic_function() (in module torch_geometric_signed_directed.utils.signed.link_sign_prediction_logistic_function) Link_Sign_Product_Loss (class in torch_geometric_signed_directed.utils.signed.link_sign_loss)

link_split() (DirectedData method) (SignedData method) load_directed_real_data() (in module torch_geometric_signed_directed.data.directed.load_directed_real_data) load_signed_real_data() (in module torch_geometric_signed_directed.data.signed.load_signed_real_data) loss() (DiGCL method)

M

MagNet_link_prediction (class in torch_geometric_signed_directed.nn.directed.MagNet_link_prediction) MagNet_node_classification (class in torch_geometric_signed_directed.nn.directed.MagNet_node_classification) MagNetConv (class in torch_geometric_signed_directed.nn.directed.MagNetConv) message() (DGCNConv method) (DiGCNConv method) (MagNetConv method) (MSConv method) (SGCNConv method) (SNEAConv method) message_and_aggregate() (DGCNConv method) (SGCNConv method) meta_graph_generation() (in module torch_geometric_signed_directed.utils.directed.meta_graph_generation) module torch_geometric_signed_directed.data.directed.citation torch_geometric_signed_directed.data.directed.DIGRAC_real_data torch_geometric_signed_directed.data.directed.DirectedData torch_geometric_signed_directed.data.directed.DSBM torch_geometric_signed_directed.data.directed.load_directed_real_data torch_geometric_signed_directed.data.directed.Telegram torch_geometric_signed_directed.data.directed.WikiCS torch_geometric_signed_directed.data.directed.WikipediaNetwork torch_geometric_signed_directed.data.general.SDSBM torch_geometric_signed_directed.data.signed.load_signed_real_data torch_geometric_signed_directed.data.signed.MSGNN_real_data torch_geometric_signed_directed.data.signed.polarized_SSBM torch_geometric_signed_directed.data.signed.SDGNN_real_data torch_geometric_signed_directed.data.signed.SignedData torch_geometric_signed_directed.data.signed.SSBM torch_geometric_signed_directed.data.signed.SSSNET_real_data torch_geometric_signed_directed.nn.directed.complex_relu torch_geometric_signed_directed.nn.directed.DGCN_link_prediction torch_geometric_signed_directed.nn.directed.DGCN_node_classification torch_geometric_signed_directed.nn.directed.DGCNConv torch_geometric_signed_directed.nn.directed.DiGCL torch_geometric_signed_directed.nn.directed.DiGCN_Inception_Block torch_geometric_signed_directed.nn.directed.DiGCN_Inception_Block_link_prediction torch_geometric_signed_directed.nn.directed.DiGCN_Inception_Block_node_classification torch_geometric_signed_directed.nn.directed.DiGCN_link_prediction torch_geometric_signed_directed.nn.directed.DiGCN_node_classification torch_geometric_signed_directed.nn.directed.DiGCNConv torch_geometric_signed_directed.nn.directed.DIGRAC_node_clustering torch_geometric_signed_directed.nn.directed.DIMPA torch_geometric_signed_directed.nn.directed.MagNet_link_prediction torch_geometric_signed_directed.nn.directed.MagNet_node_classification torch_geometric_signed_directed.nn.directed.MagNetConv torch_geometric_signed_directed.nn.general.MSConv torch_geometric_signed_directed.nn.general.MSGNN torch_geometric_signed_directed.nn.signed.SDGNN torch_geometric_signed_directed.nn.signed.SGCN torch_geometric_signed_directed.nn.signed.SGCNConv torch_geometric_signed_directed.nn.signed.SiGAT torch_geometric_signed_directed.nn.signed.SIMPA torch_geometric_signed_directed.nn.signed.SNEA torch_geometric_signed_directed.nn.signed.SNEAConv torch_geometric_signed_directed.nn.signed.SSSNET_link_prediction torch_geometric_signed_directed.nn.signed.SSSNET_node_clustering torch_geometric_signed_directed.signed.create_spectral_features torch_geometric_signed_directed.utils.directed.DiGCL_utils torch_geometric_signed_directed.utils.directed.features_in_out torch_geometric_signed_directed.utils.directed.get_adjs_DiGCN torch_geometric_signed_directed.utils.directed.get_magnetic_Laplacian torch_geometric_signed_directed.utils.directed.meta_graph_generation torch_geometric_signed_directed.utils.directed.prob_imbalance_loss torch_geometric_signed_directed.utils.general.extract_network torch_geometric_signed_directed.utils.general.get_magnetic_signed_Laplacian torch_geometric_signed_directed.utils.general.in_out_degree torch_geometric_signed_directed.utils.general.link_sign_direction_prediction_logistic_function torch_geometric_signed_directed.utils.general.link_split torch_geometric_signed_directed.utils.general.node_split torch_geometric_signed_directed.utils.general.scipy_sparse_to_torch_sparse torch_geometric_signed_directed.utils.general.triplet_loss torch_geometric_signed_directed.utils.signed.link_sign_loss torch_geometric_signed_directed.utils.signed.link_sign_prediction_logistic_function torch_geometric_signed_directed.utils.signed.prob_balanced_normalized_loss torch_geometric_signed_directed.utils.signed.prob_balanced_ratio_loss torch_geometric_signed_directed.utils.signed.unhappy_ratio

MSConv (class in torch_geometric_signed_directed.nn.general.MSConv) MSGNN_link_prediction (class in torch_geometric_signed_directed.nn.general.MSGNN) MSGNN_node_classification (class in torch_geometric_signed_directed.nn.general.MSGNN) MSGNN_real_data (class in torch_geometric_signed_directed.data.signed.MSGNN_real_data)

N

neg_embedding_loss() (Sign_Structure_Loss method) node_class_split() (in module torch_geometric_signed_directed.utils.general.node_split)

node_split() (DirectedData method) (SignedData method)

P

polarized_SSBM() (in module torch_geometric_signed_directed.data.signed.polarized_SSBM) pos_embedding_loss() (Sign_Structure_Loss method) pred_digcl_link() (in module torch_geometric_signed_directed.utils.directed.DiGCL_utils) pred_digcl_node() (in module torch_geometric_signed_directed.utils.directed.DiGCL_utils) Prob_Balanced_Normalized_Loss (class in torch_geometric_signed_directed.utils.signed.prob_balanced_normalized_loss) Prob_Balanced_Ratio_Loss (class in torch_geometric_signed_directed.utils.signed.prob_balanced_ratio_loss) Prob_Imbalance_Loss (class in torch_geometric_signed_directed.utils.directed.prob_imbalance_loss) process() (Citeseer method) (Cora_ml method) (DIGRAC_real_data method) (MSGNN_real_data method) (SDGNN_real_data method) (SSSNET_real_data method) (Telegram method) (WikiCS method) (WikipediaNetwork method)

processed_file_names (Citeseer property) (Cora_ml property) (DIGRAC_real_data property) (MSGNN_real_data property) (SDGNN_real_data property) (SSSNET_real_data property) (Telegram property) (WikiCS property) (WikipediaNetwork property) projection() (DiGCL method)

R

raw_file_names (Citeseer property) (Cora_ml property) (DIGRAC_real_data property) (MSGNN_real_data property) (SDGNN_real_data property) (SSSNET_real_data property) (Telegram property) (WikiCS property) (WikipediaNetwork property)

S

scipy_sparse_to_torch_sparse() (in module torch_geometric_signed_directed.utils.general.scipy_sparse_to_torch_sparse) SDGNN (class in torch_geometric_signed_directed.nn.signed.SDGNN) SDGNN_real_data (class in torch_geometric_signed_directed.data.signed.SDGNN_real_data) SDSBM() (in module torch_geometric_signed_directed.data.general.SDSBM) semi_loss() (DiGCL method) set_hermitian_features() (DirectedData method) set_signed_Laplacian_features() (SignedData method) set_spectral_adjacency_reg_features() (SignedData method) SGCN (class in torch_geometric_signed_directed.nn.signed.SGCN) SGCNConv (class in torch_geometric_signed_directed.nn.signed.SGCNConv) SiGAT (class in torch_geometric_signed_directed.nn.signed.SiGAT) Sign_Direction_Loss (class in torch_geometric_signed_directed.utils.signed.link_sign_loss)

Sign_Product_Entropy_Loss (class in torch_geometric_signed_directed.utils.signed.link_sign_loss) Sign_Structure_Loss (class in torch_geometric_signed_directed.utils.signed.link_sign_loss) Sign_Triangle_Loss (class in torch_geometric_signed_directed.utils.signed.link_sign_loss) SignedData (class in torch_geometric_signed_directed.data.signed.SignedData) sim() (DiGCL method) SIMPA (class in torch_geometric_signed_directed.nn.signed.SIMPA) SNEA (class in torch_geometric_signed_directed.nn.signed.SNEA) SNEAConv (class in torch_geometric_signed_directed.nn.signed.SNEAConv) SSBM() (in module torch_geometric_signed_directed.data.signed.SSBM) SSSNET_link_prediction (class in torch_geometric_signed_directed.nn.signed.SSSNET_link_prediction) SSSNET_node_clustering (class in torch_geometric_signed_directed.nn.signed.SSSNET_node_clustering) SSSNET_real_data (class in torch_geometric_signed_directed.data.signed.SSSNET_real_data)

T

Telegram (class in torch_geometric_signed_directed.data.directed.Telegram) torch_geometric_signed_directed.data.directed.citation module torch_geometric_signed_directed.data.directed.DIGRAC_real_data module torch_geometric_signed_directed.data.directed.DirectedData module torch_geometric_signed_directed.data.directed.DSBM module torch_geometric_signed_directed.data.directed.load_directed_real_data module torch_geometric_signed_directed.data.directed.Telegram module torch_geometric_signed_directed.data.directed.WikiCS module torch_geometric_signed_directed.data.directed.WikipediaNetwork module torch_geometric_signed_directed.data.general.SDSBM module torch_geometric_signed_directed.data.signed.load_signed_real_data module torch_geometric_signed_directed.data.signed.MSGNN_real_data module torch_geometric_signed_directed.data.signed.polarized_SSBM module torch_geometric_signed_directed.data.signed.SDGNN_real_data module torch_geometric_signed_directed.data.signed.SignedData module torch_geometric_signed_directed.data.signed.SSBM module torch_geometric_signed_directed.data.signed.SSSNET_real_data module torch_geometric_signed_directed.nn.directed.complex_relu module torch_geometric_signed_directed.nn.directed.DGCN_link_prediction module torch_geometric_signed_directed.nn.directed.DGCN_node_classification module torch_geometric_signed_directed.nn.directed.DGCNConv module torch_geometric_signed_directed.nn.directed.DiGCL module torch_geometric_signed_directed.nn.directed.DiGCN_Inception_Block module torch_geometric_signed_directed.nn.directed.DiGCN_Inception_Block_link_prediction module torch_geometric_signed_directed.nn.directed.DiGCN_Inception_Block_node_classification module torch_geometric_signed_directed.nn.directed.DiGCN_link_prediction module torch_geometric_signed_directed.nn.directed.DiGCN_node_classification module torch_geometric_signed_directed.nn.directed.DiGCNConv module torch_geometric_signed_directed.nn.directed.DIGRAC_node_clustering module torch_geometric_signed_directed.nn.directed.DIMPA module torch_geometric_signed_directed.nn.directed.MagNet_link_prediction module torch_geometric_signed_directed.nn.directed.MagNet_node_classification module torch_geometric_signed_directed.nn.directed.MagNetConv module

torch_geometric_signed_directed.nn.general.MSConv module torch_geometric_signed_directed.nn.general.MSGNN module torch_geometric_signed_directed.nn.signed.SDGNN module torch_geometric_signed_directed.nn.signed.SGCN module torch_geometric_signed_directed.nn.signed.SGCNConv module torch_geometric_signed_directed.nn.signed.SiGAT module torch_geometric_signed_directed.nn.signed.SIMPA module torch_geometric_signed_directed.nn.signed.SNEA module torch_geometric_signed_directed.nn.signed.SNEAConv module torch_geometric_signed_directed.nn.signed.SSSNET_link_prediction module torch_geometric_signed_directed.nn.signed.SSSNET_node_clustering module torch_geometric_signed_directed.signed.create_spectral_features module torch_geometric_signed_directed.utils.directed.DiGCL_utils module torch_geometric_signed_directed.utils.directed.features_in_out module torch_geometric_signed_directed.utils.directed.get_adjs_DiGCN module torch_geometric_signed_directed.utils.directed.get_magnetic_Laplacian module torch_geometric_signed_directed.utils.directed.meta_graph_generation module torch_geometric_signed_directed.utils.directed.prob_imbalance_loss module torch_geometric_signed_directed.utils.general.extract_network module torch_geometric_signed_directed.utils.general.get_magnetic_signed_Laplacian module torch_geometric_signed_directed.utils.general.in_out_degree module torch_geometric_signed_directed.utils.general.link_sign_direction_prediction_logistic_function module torch_geometric_signed_directed.utils.general.link_split module torch_geometric_signed_directed.utils.general.node_split module torch_geometric_signed_directed.utils.general.scipy_sparse_to_torch_sparse module torch_geometric_signed_directed.utils.general.triplet_loss module torch_geometric_signed_directed.utils.signed.link_sign_loss module torch_geometric_signed_directed.utils.signed.link_sign_prediction_logistic_function module torch_geometric_signed_directed.utils.signed.prob_balanced_normalized_loss module torch_geometric_signed_directed.utils.signed.prob_balanced_ratio_loss module torch_geometric_signed_directed.utils.signed.unhappy_ratio module triplet_loss_node_classification() (in module torch_geometric_signed_directed.utils.general.triplet_loss)

U

Unhappy_Ratio (class in torch_geometric_signed_directed.utils.signed.unhappy_ratio)

update() (DiGCNConv method)

W

WikiCS (class in torch_geometric_signed_directed.data.directed.WikiCS)

WikipediaNetwork (class in torch_geometric_signed_directed.data.directed.WikipediaNetwork)