Index

A

ADAM (class in sknetwork.gnn) adjacency adjoint() (sknetwork.linalg.SparseLR method) aggregate_dendrogram() (in module sknetwork.hierarchy)

aggregate_graph() (in module sknetwork.clustering) albert_barabasi() (in module sknetwork.data) are_isomorphic() (in module sknetwork.topology) art_philo_science() (in module sknetwork.data) astype() (sknetwork.linalg.SparseLR method)

B

backward() (sknetwork.gnn.GNNClassifier method) BaseActivation (class in sknetwork.gnn) BaseLoss (class in sknetwork.gnn) BaseOptimizer (class in sknetwork.gnn) Betweenness (class in sknetwork.ranking) biadjacency

BinaryCrossEntropy (class in sknetwork.gnn) bipartite2directed() (in module sknetwork.utils) bipartite2undirected() (in module sknetwork.utils) block_model() (in module sknetwork.data) bow_tie() (in module sknetwork.data) breadth_first_search() (in module sknetwork.path)

C

Closeness (class in sknetwork.ranking) color_weisfeiler_lehman (class in sknetwork.topology) Convolution (class in sknetwork.gnn) count_cliques (class in sknetwork.topology) count_triangles (class in sknetwork.topology)

CrossEntropy (class in sknetwork.gnn) cut_balanced() (in module sknetwork.hierarchy) cut_straight() (in module sknetwork.hierarchy) cyclic_digraph() (in module sknetwork.data) cyclic_graph() (in module sknetwork.data)

D

dasgupta_cost() (in module sknetwork.hierarchy) dasgupta_score() (in module sknetwork.hierarchy) diagonal_pseudo_inverse() (in module sknetwork.linalg) Diffusion (class in sknetwork.regression)

DiffusionClassifier (class in sknetwork.classification) directed2undirected() (in module sknetwork.utils) Dirichlet (class in sknetwork.regression) dot() (sknetwork.linalg.SparseLR method)

E

embedding

erdos_renyi() (in module sknetwork.data)

F

fit() (sknetwork.classification.DiffusionClassifier method) (sknetwork.classification.NNClassifier method) (sknetwork.classification.PageRankClassifier method) (sknetwork.classification.Propagation method) (sknetwork.clustering.Louvain method) (sknetwork.clustering.PropagationClustering method) (sknetwork.embedding.ForceAtlas method) (sknetwork.embedding.GSVD method) (sknetwork.embedding.LouvainEmbedding method) (sknetwork.embedding.LouvainNE method) (sknetwork.embedding.PCA method) (sknetwork.embedding.RandomProjection method) (sknetwork.embedding.Spectral method) (sknetwork.embedding.Spring method) (sknetwork.embedding.SVD method) (sknetwork.gnn.GNNClassifier method) (sknetwork.hierarchy.LouvainHierarchy method) (sknetwork.hierarchy.LouvainIteration method) (sknetwork.hierarchy.Paris method) (sknetwork.linalg.LanczosEig method) (sknetwork.linalg.LanczosSVD method) (sknetwork.linkpred.NNLinker method) (sknetwork.ranking.Betweenness method) (sknetwork.ranking.Closeness method) (sknetwork.ranking.HITS method) (sknetwork.ranking.Katz method) (sknetwork.ranking.PageRank method) (sknetwork.regression.Diffusion method) (sknetwork.regression.Dirichlet method) fit_predict() (sknetwork.classification.DiffusionClassifier method) (sknetwork.classification.NNClassifier method) (sknetwork.classification.PageRankClassifier method) (sknetwork.classification.Propagation method) (sknetwork.clustering.Louvain method) (sknetwork.clustering.PropagationClustering method) (sknetwork.gnn.GNNClassifier method) (sknetwork.hierarchy.LouvainHierarchy method) (sknetwork.hierarchy.LouvainIteration method) (sknetwork.hierarchy.Paris method) (sknetwork.linkpred.NNLinker method) (sknetwork.ranking.Betweenness method) (sknetwork.ranking.Closeness method) (sknetwork.ranking.HITS method) (sknetwork.ranking.Katz method) (sknetwork.ranking.PageRank method) (sknetwork.regression.Diffusion method) (sknetwork.regression.Dirichlet method)

fit_predict_proba() (sknetwork.classification.DiffusionClassifier method) (sknetwork.classification.NNClassifier method) (sknetwork.classification.PageRankClassifier method) (sknetwork.classification.Propagation method) (sknetwork.clustering.Louvain method) (sknetwork.clustering.PropagationClustering method) (sknetwork.gnn.GNNClassifier method) fit_transform() (sknetwork.classification.DiffusionClassifier method) (sknetwork.classification.NNClassifier method) (sknetwork.classification.PageRankClassifier method) (sknetwork.classification.Propagation method) (sknetwork.clustering.Louvain method) (sknetwork.clustering.PropagationClustering method) (sknetwork.embedding.ForceAtlas method) (sknetwork.embedding.GSVD method) (sknetwork.embedding.LouvainEmbedding method) (sknetwork.embedding.LouvainNE method) (sknetwork.embedding.PCA method) (sknetwork.embedding.RandomProjection method) (sknetwork.embedding.Spectral method) (sknetwork.embedding.Spring method) (sknetwork.embedding.SVD method) (sknetwork.gnn.GNNClassifier method) (sknetwork.hierarchy.LouvainHierarchy method) (sknetwork.hierarchy.LouvainIteration method) (sknetwork.hierarchy.Paris method) (sknetwork.ranking.Betweenness method) (sknetwork.ranking.Closeness method) (sknetwork.ranking.HITS method) (sknetwork.ranking.Katz method) (sknetwork.ranking.PageRank method) ForceAtlas (class in sknetwork.embedding) forward() (sknetwork.gnn.Convolution method) (sknetwork.gnn.GNNClassifier method) from_adjacency_list() (in module sknetwork.data) from_csv() (in module sknetwork.data) from_edge_list() (in module sknetwork.data) from_graphml() (in module sknetwork.data) from_membership() (in module sknetwork.utils)

G

GD (class in sknetwork.gnn) get_accuracy_score() (in module sknetwork.classification) get_average_f1_score() (in module sknetwork.classification) get_clustering_coefficient (class in sknetwork.topology) get_confusion_matrix() (in module sknetwork.classification) get_connected_components() (in module sknetwork.topology) get_core_decomposition (class in sknetwork.topology) get_degrees() (in module sknetwork.utils) get_distances() (in module sknetwork.path) get_f1_score() (in module sknetwork.classification) get_f1_scores() (in module sknetwork.classification) get_largest_connected_component() (in module sknetwork.topology) get_membership() (in module sknetwork.utils) get_modularity() (in module sknetwork.clustering) get_neighbors() (in module sknetwork.utils) get_params() (sknetwork.classification.DiffusionClassifier method) (sknetwork.classification.NNClassifier method) (sknetwork.classification.PageRankClassifier method) (sknetwork.classification.Propagation method) (sknetwork.clustering.Louvain method) (sknetwork.clustering.PropagationClustering method) (sknetwork.embedding.ForceAtlas method) (sknetwork.embedding.GSVD method) (sknetwork.embedding.LouvainEmbedding method) (sknetwork.embedding.LouvainNE method) (sknetwork.embedding.PCA method) (sknetwork.embedding.RandomProjection method) (sknetwork.embedding.Spectral method) (sknetwork.embedding.Spring method) (sknetwork.embedding.SVD method) (sknetwork.gnn.GNNClassifier method) (sknetwork.hierarchy.LouvainHierarchy method) (sknetwork.hierarchy.LouvainIteration method) (sknetwork.hierarchy.Paris method) (sknetwork.linalg.LanczosEig method) (sknetwork.linalg.LanczosSVD method) (sknetwork.linkpred.NNLinker method) (sknetwork.ranking.Betweenness method) (sknetwork.ranking.Closeness method) (sknetwork.ranking.HITS method) (sknetwork.ranking.Katz method) (sknetwork.ranking.PageRank method) (sknetwork.regression.Diffusion method) (sknetwork.regression.Dirichlet method)

get_shortest_path() (in module sknetwork.path) get_tfidf() (in module sknetwork.utils) get_weights() (in module sknetwork.utils) GNNClassifier (class in sknetwork.gnn) gradient() (sknetwork.gnn.BaseActivation static method) (sknetwork.gnn.BaseLoss static method) (sknetwork.gnn.BinaryCrossEntropy static method) (sknetwork.gnn.CrossEntropy static method) (sknetwork.gnn.ReLu static method) (sknetwork.gnn.Sigmoid static method) (sknetwork.gnn.Softmax static method) grid() (in module sknetwork.data) GSVD (class in sknetwork.embedding)

H

H (sknetwork.linalg.SparseLR property)

HITS (class in sknetwork.ranking) house() (in module sknetwork.data)

I

is_acyclic() (in module sknetwork.topology)

is_bipartite() (in module sknetwork.topology) is_connected() (in module sknetwork.topology)

K

karate_club() (in module sknetwork.data)

Katz (class in sknetwork.ranking)

L

LanczosEig (class in sknetwork.linalg) LanczosSVD (class in sknetwork.linalg) left_sparse_dot() (sknetwork.linalg.SparseLR method) linear_digraph() (in module sknetwork.data) linear_graph() (in module sknetwork.data) load() (in module sknetwork.data) load_konect() (in module sknetwork.data) load_netset() (in module sknetwork.data) loss() (sknetwork.gnn.BaseLoss static method) (sknetwork.gnn.BinaryCrossEntropy static method) (sknetwork.gnn.CrossEntropy static method)

loss_gradient() (sknetwork.gnn.BaseLoss static method) (sknetwork.gnn.BinaryCrossEntropy static method) (sknetwork.gnn.CrossEntropy static method) Louvain (class in sknetwork.clustering) LouvainEmbedding (class in sknetwork.embedding) LouvainHierarchy (class in sknetwork.hierarchy) LouvainIteration (class in sknetwork.hierarchy) LouvainNE (class in sknetwork.embedding)

M

matmat() (sknetwork.linalg.SparseLR method) matvec() (sknetwork.linalg.SparseLR method)

miserables() (in module sknetwork.data) movie_actor() (in module sknetwork.data)

N

NNClassifier (class in sknetwork.classification)

NNLinker (class in sknetwork.linkpred) normalize() (in module sknetwork.linalg)

O

output() (sknetwork.gnn.BaseActivation static method) (sknetwork.gnn.BaseLoss static method) (sknetwork.gnn.BinaryCrossEntropy static method) (sknetwork.gnn.CrossEntropy static method) (sknetwork.gnn.ReLu static method) (sknetwork.gnn.Sigmoid static method) (sknetwork.gnn.Softmax static method)

P

PageRank (class in sknetwork.ranking) PageRankClassifier (class in sknetwork.classification) painters() (in module sknetwork.data) Paris (class in sknetwork.hierarchy) PCA (class in sknetwork.embedding) predict() (sknetwork.classification.DiffusionClassifier method) (sknetwork.classification.NNClassifier method) (sknetwork.classification.PageRankClassifier method) (sknetwork.classification.Propagation method) (sknetwork.clustering.Louvain method) (sknetwork.clustering.PropagationClustering method) (sknetwork.embedding.ForceAtlas method) (sknetwork.embedding.GSVD method) (sknetwork.embedding.LouvainEmbedding method) (sknetwork.embedding.LouvainNE method) (sknetwork.embedding.PCA method) (sknetwork.embedding.RandomProjection method) (sknetwork.embedding.Spectral method) (sknetwork.embedding.Spring method) (sknetwork.embedding.SVD method) (sknetwork.gnn.GNNClassifier method)

predict_proba() (sknetwork.classification.DiffusionClassifier method) (sknetwork.classification.NNClassifier method) (sknetwork.classification.PageRankClassifier method) (sknetwork.classification.Propagation method) (sknetwork.clustering.Louvain method) (sknetwork.clustering.PropagationClustering method) (sknetwork.gnn.GNNClassifier method) print_log() (sknetwork.clustering.Louvain method) (sknetwork.gnn.GNNClassifier method) Propagation (class in sknetwork.classification) PropagationClustering (class in sknetwork.clustering)

R

RandomProjection (class in sknetwork.embedding) reindex_labels() (in module sknetwork.clustering) ReLu (class in sknetwork.gnn)

reorder_dendrogram() (in module sknetwork.hierarchy) right_sparse_dot() (sknetwork.linalg.SparseLR method) rmatmat() (sknetwork.linalg.SparseLR method) rmatvec() (sknetwork.linalg.SparseLR method)

S

save() (in module sknetwork.data) set_params() (sknetwork.classification.DiffusionClassifier method) (sknetwork.classification.NNClassifier method) (sknetwork.classification.PageRankClassifier method) (sknetwork.classification.Propagation method) (sknetwork.clustering.Louvain method) (sknetwork.clustering.PropagationClustering method) (sknetwork.embedding.ForceAtlas method) (sknetwork.embedding.GSVD method) (sknetwork.embedding.LouvainEmbedding method) (sknetwork.embedding.LouvainNE method) (sknetwork.embedding.PCA method) (sknetwork.embedding.RandomProjection method) (sknetwork.embedding.Spectral method) (sknetwork.embedding.Spring method) (sknetwork.embedding.SVD method) (sknetwork.gnn.GNNClassifier method) (sknetwork.hierarchy.LouvainHierarchy method) (sknetwork.hierarchy.LouvainIteration method) (sknetwork.hierarchy.Paris method) (sknetwork.linalg.LanczosEig method) (sknetwork.linalg.LanczosSVD method) (sknetwork.linkpred.NNLinker method) (sknetwork.ranking.Betweenness method) (sknetwork.ranking.Closeness method) (sknetwork.ranking.HITS method) (sknetwork.ranking.Katz method) (sknetwork.ranking.PageRank method) (sknetwork.regression.Diffusion method) (sknetwork.regression.Dirichlet method)

Sigmoid (class in sknetwork.gnn) Softmax (class in sknetwork.gnn) SparseLR (class in sknetwork.linalg) Spectral (class in sknetwork.embedding) Spring (class in sknetwork.embedding) star_wars() (in module sknetwork.data) step() (sknetwork.gnn.ADAM method) (sknetwork.gnn.BaseOptimizer method) (sknetwork.gnn.GD method) sum() (sknetwork.linalg.SparseLR method) SVD (class in sknetwork.embedding) svg_bigraph() (in module sknetwork.visualization.graphs) svg_dendrogram() (in module sknetwork.visualization.dendrograms) svg_graph() (in module sknetwork.visualization.graphs)

T

T (sknetwork.linalg.SparseLR property) top_k() (in module sknetwork.ranking) transform() (sknetwork.classification.DiffusionClassifier method) (sknetwork.classification.NNClassifier method) (sknetwork.classification.PageRankClassifier method) (sknetwork.classification.Propagation method) (sknetwork.clustering.Louvain method) (sknetwork.clustering.PropagationClustering method) (sknetwork.gnn.GNNClassifier method)

transpose() (sknetwork.linalg.SparseLR method) tree_sampling_divergence() (in module sknetwork.hierarchy)

W

watts_strogatz() (in module sknetwork.data)