Index

B

BaseFusion (class in polyview.base) BaseLateFusion (class in polyview.base) BaseMultiView (class in polyview.base)

BaseMultiViewClusterer (class in polyview.base) BaseMultiViewEmbedder (class in polyview.base) BaseMultiViewTransformer (class in polyview.base) build() (polyview.utils.kernels.KernelSpec method)

C

canonical_correlations() (polyview.embed.gcca.GCCA method) (polyview.embed.mcca.MCCA method) center_kernel() (in module polyview.utils.kernels) centroids_ (polyview.cluster.mv_kmeans.MultiViewKMeans attribute)

column_fill_ (polyview.imputation.knn.KNNViewImputer attribute) complete_case_mask() (in module polyview.imputation.mask) ConcatFusion (class in polyview.fusion.early) CrossViewRegressionImputer (class in polyview.imputation.cross_view)

D

dissimilarities_ (polyview.embed.multiviewmds.MultiViewMDS attribute) draw() (polyview.pipeline.polypipeline.PolyPipeline method)

drop_missing_views() (in module polyview.imputation.drop) DropIncompleteSamples (class in polyview.imputation.drop)

E

eigenvalues_ (polyview.embed.gcca.GCCA attribute) (polyview.embed.mcca.MCCA attribute) embedding_ (polyview.base.MultiViewEmbedderMixin property) (polyview.cluster.mv_coreg_sc.MultiViewCoRegSpectralClustering attribute) (polyview.cluster.mv_cotrain_sc.MultiViewCoTrainSpectralClustering attribute) (polyview.embed.multiviewmds.MultiViewMDS attribute)

estimators_ (polyview.imputation.cross_view.CrossViewRegressionImputer attribute)

F

feature_indices_ (polyview.augmentation.random_subspace.RandomSubspaceViews attribute) fit() (polyview.augmentation.multi_kernels.MultiKernel method) (polyview.augmentation.random_projections.RandomProjectionViews method) (polyview.augmentation.random_subspace.RandomSubspaceViews method) (polyview.augmentation.view_splitter.ViewSplitter method) (polyview.base.BaseLateFusion method) (polyview.base.BaseMultiView method) (polyview.cluster.mv_coreg_sc.MultiViewCoRegSpectralClustering method) (polyview.cluster.mv_cotrain_sc.MultiViewCoTrainSpectralClustering method) (polyview.cluster.mv_kmeans.MultiViewKMeans method) (polyview.cluster.mv_nmf.MultiViewNMF method) (polyview.embed.gcca.GCCA method) (polyview.embed.mcca.MCCA method) (polyview.embed.multiviewmds.MultiViewMDS method) (polyview.fusion.early.ConcatFusion method) (polyview.fusion.early.NormalizedFusion method) (polyview.fusion.early.WeightedFusion method) (polyview.fusion.kernel_fusion.KernelFusion method) (polyview.fusion.late.MajorityVote method) (polyview.imputation.drop.DropIncompleteSamples method) (polyview.pipeline.polypipeline.PolyPipeline method)

fit_predict() (polyview.base.BaseLateFusion method) (polyview.base.MultiViewClusterMixin method) (polyview.cluster.mv_coreg_sc.MultiViewCoRegSpectralClustering method) (polyview.cluster.mv_cotrain_sc.MultiViewCoTrainSpectralClustering method) (polyview.cluster.mv_kmeans.MultiViewKMeans method) (polyview.cluster.mv_nmf.MultiViewNMF method) (polyview.fusion.late.MajorityVote method) (polyview.pipeline.polypipeline.PolyPipeline method) fit_transform() (polyview.augmentation.multi_kernels.MultiKernel method) (polyview.augmentation.random_projections.RandomProjectionViews method) (polyview.augmentation.random_subspace.RandomSubspaceViews method) (polyview.augmentation.view_splitter.ViewSplitter method) (polyview.base.MultiViewTransformerMixin method) (polyview.cluster.mv_nmf.MultiViewNMF method) (polyview.embed.multiviewmds.MultiViewMDS method) (polyview.imputation.drop.DropIncompleteSamples method) (polyview.pipeline.polypipeline.PolyPipeline method)

G

G_ (polyview.embed.gcca.GCCA attribute)

GCCA (class in polyview.embed.gcca) get_params() (polyview.pipeline.polypipeline.PolyPipeline method)

H

H_ (polyview.cluster.mv_nmf.MultiViewNMF attribute)

I

is_valid_kernel() (in module polyview.utils.kernels)

K

K_fused_ (polyview.fusion.kernel_fusion.KernelFusion attribute) kernel_matrix() (polyview.fusion.kernel_fusion.KernelFusion method) KernelFusion (class in polyview.fusion.kernel_fusion)

kernels_ (polyview.fusion.kernel_fusion.KernelFusion attribute) KernelSpec (class in polyview.utils.kernels) KNNViewImputer (class in polyview.imputation.knn)

L

labels (polyview.dataset.multiviewdataset.MultiViewDataset attribute) labels_ (polyview.cluster.mv_coreg_sc.MultiViewCoRegSpectralClustering attribute) (polyview.cluster.mv_cotrain_sc.MultiViewCoTrainSpectralClustering attribute) (polyview.cluster.mv_kmeans.MultiViewKMeans attribute) (polyview.cluster.mv_nmf.MultiViewNMF attribute)

load() (polyview.dataset.multiviewdataset.MultiViewDataset class method)

M

MajorityVote (class in polyview.fusion.late) make_multiview_gaussian() (in module polyview.dataset.make_multiview_gaussian) mark_missing_views() (in module polyview.imputation.mask) MCCA (class in polyview.embed.mcca) means_ (polyview.embed.gcca.GCCA attribute) (polyview.embed.mcca.MCCA attribute) (polyview.fusion.early.NormalizedFusion attribute) missing_entry_mask() (in module polyview.imputation.mask) missing_rate() (in module polyview.imputation.mask) missing_rate_ (polyview.imputation.cross_view.CrossViewRegressionImputer attribute) (polyview.imputation.knn.KNNViewImputer attribute) (polyview.imputation.simple.SimpleViewImputer attribute) missing_view_mask() (in module polyview.imputation.mask) missing_view_mask_ (polyview.imputation.cross_view.CrossViewRegressionImputer attribute) (polyview.imputation.knn.KNNViewImputer attribute) (polyview.imputation.simple.SimpleViewImputer attribute) module polyview.augmentation.multi_kernels polyview.augmentation.random_projections polyview.augmentation.random_subspace polyview.augmentation.view_splitter polyview.base polyview.cluster.mv_coreg_sc polyview.cluster.mv_cotrain_sc polyview.cluster.mv_kmeans polyview.cluster.mv_nmf polyview.dataset.make_multiview_gaussian polyview.dataset.multiviewdataset polyview.embed.gcca polyview.embed.mcca polyview.embed.multiviewmds polyview.fusion.early polyview.fusion.kernel_fusion polyview.fusion.late polyview.imputation.cross_view polyview.imputation.drop polyview.imputation.knn polyview.imputation.mask polyview.imputation.simple polyview.pipeline.polypipeline polyview.utils.kernels polyview.utils.linalg

multi_kernels() (in module polyview.augmentation.multi_kernels) MultiKernel (class in polyview.augmentation.multi_kernels) MultiViewClusterMixin (class in polyview.base) MultiViewCoRegSpectralClustering (class in polyview.cluster.mv_coreg_sc) MultiViewCoTrainSpectralClustering (class in polyview.cluster.mv_cotrain_sc) MultiViewDataset (class in polyview.dataset.multiviewdataset) MultiViewEmbedderMixin (class in polyview.base) MultiViewKMeans (class in polyview.cluster.mv_kmeans) MultiViewMDS (class in polyview.embed.multiviewmds) MultiViewNMF (class in polyview.cluster.mv_nmf) MultiViewTransformerMixin (class in polyview.base) MVMDS (in module polyview.embed.multiviewmds)

N

n_dropped_ (polyview.imputation.drop.DropIncompleteSamples attribute) n_features_in_ (polyview.augmentation.random_subspace.RandomSubspaceViews attribute) (polyview.augmentation.view_splitter.ViewSplitter attribute) (polyview.fusion.early.ConcatFusion attribute) (polyview.imputation.drop.DropIncompleteSamples attribute) n_features_out_ (polyview.fusion.early.ConcatFusion attribute) n_iter_ (polyview.cluster.mv_coreg_sc.MultiViewCoRegSpectralClustering attribute) (polyview.cluster.mv_kmeans.MultiViewKMeans attribute) (polyview.cluster.mv_nmf.MultiViewNMF attribute) (polyview.embed.multiviewmds.MultiViewMDS attribute)

n_samples (polyview.dataset.multiviewdataset.MultiViewDataset attribute) n_train_samples_ (polyview.imputation.cross_view.CrossViewRegressionImputer attribute) n_views (polyview.dataset.multiviewdataset.MultiViewDataset attribute) n_views_in_ (polyview.augmentation.random_subspace.RandomSubspaceViews attribute) (polyview.augmentation.view_splitter.ViewSplitter attribute) (polyview.fusion.early.ConcatFusion attribute) (polyview.imputation.drop.DropIncompleteSamples attribute) named_steps (polyview.pipeline.polypipeline.PolyPipeline property) normalize_kernel() (in module polyview.utils.kernels) NormalizedFusion (class in polyview.fusion.early)

O

objective_ (polyview.cluster.mv_coreg_sc.MultiViewCoRegSpectralClustering attribute) (polyview.cluster.mv_cotrain_sc.MultiViewCoTrainSpectralClustering attribute) (polyview.cluster.mv_kmeans.MultiViewKMeans attribute) (polyview.cluster.mv_nmf.MultiViewNMF attribute)

P

PolyPipeline (class in polyview.pipeline.polypipeline) polyview.augmentation.multi_kernels module polyview.augmentation.random_projections module polyview.augmentation.random_subspace module polyview.augmentation.view_splitter module polyview.base module polyview.cluster.mv_coreg_sc module polyview.cluster.mv_cotrain_sc module polyview.cluster.mv_kmeans module polyview.cluster.mv_nmf module polyview.dataset.make_multiview_gaussian module polyview.dataset.multiviewdataset module polyview.embed.gcca module polyview.embed.mcca module polyview.embed.multiviewmds module

polyview.fusion.early module polyview.fusion.kernel_fusion module polyview.fusion.late module polyview.imputation.cross_view module polyview.imputation.drop module polyview.imputation.knn module polyview.imputation.mask module polyview.imputation.simple module polyview.pipeline.polypipeline module polyview.utils.kernels module polyview.utils.linalg module predict() (polyview.base.BaseLateFusion method) (polyview.cluster.mv_kmeans.MultiViewKMeans method) (polyview.fusion.late.MajorityVote method) (polyview.pipeline.polypipeline.PolyPipeline method) print() (polyview.pipeline.polypipeline.PolyPipeline method)

R

random_projection() (in module polyview.augmentation.random_projections) random_subspace() (in module polyview.augmentation.random_subspace) RandomProjectionViews (class in polyview.augmentation.random_projections)

RandomSubspaceViews (class in polyview.augmentation.random_subspace) reconstruction_errors_ (polyview.cluster.mv_nmf.MultiViewNMF attribute) resolve_smoother_solver() (in module polyview.utils.linalg)

S

save() (polyview.dataset.multiviewdataset.MultiViewDataset method) score() (polyview.pipeline.polypipeline.PolyPipeline method) set_params() (polyview.pipeline.polypipeline.PolyPipeline method) SimpleViewImputer (class in polyview.imputation.simple) simulate_missing_views() (in module polyview.imputation.mask) smoother_sum_operator() (in module polyview.utils.linalg) specs_ (polyview.fusion.kernel_fusion.KernelFusion attribute)

split_indices_ (polyview.augmentation.view_splitter.ViewSplitter attribute) statistics_ (polyview.imputation.simple.SimpleViewImputer attribute) stds_ (polyview.fusion.early.NormalizedFusion attribute) stress_ (polyview.embed.multiviewmds.MultiViewMDS attribute) subset_samples() (polyview.dataset.multiviewdataset.MultiViewDataset method) subset_views() (polyview.dataset.multiviewdataset.MultiViewDataset method) support_mask_ (polyview.imputation.drop.DropIncompleteSamples attribute)

T

to_numpy() (polyview.dataset.multiviewdataset.MultiViewDataset method) train_test_split() (polyview.dataset.multiviewdataset.MultiViewDataset method) transform() (polyview.augmentation.multi_kernels.MultiKernel method) (polyview.augmentation.random_projections.RandomProjectionViews method) (polyview.augmentation.random_subspace.RandomSubspaceViews method) (polyview.augmentation.view_splitter.ViewSplitter method) (polyview.base.MultiViewTransformerMixin method) (polyview.cluster.mv_nmf.MultiViewNMF method) (polyview.embed.gcca.GCCA method) (polyview.embed.mcca.MCCA method) (polyview.embed.multiviewmds.MultiViewMDS method) (polyview.fusion.early.ConcatFusion method) (polyview.fusion.early.NormalizedFusion method) (polyview.fusion.early.WeightedFusion method) (polyview.fusion.kernel_fusion.KernelFusion method) (polyview.imputation.drop.DropIncompleteSamples method) (polyview.pipeline.polypipeline.PolyPipeline method)

truncated_eigh() (in module polyview.utils.linalg)

V

view_contributions() (polyview.fusion.kernel_fusion.KernelFusion method) view_embeddings_ (polyview.cluster.mv_coreg_sc.MultiViewCoRegSpectralClustering attribute) view_names (polyview.dataset.multiviewdataset.MultiViewDataset attribute) view_names_ (polyview.augmentation.random_subspace.RandomSubspaceViews attribute) (polyview.augmentation.view_splitter.ViewSplitter attribute)

view_stress_ (polyview.embed.multiviewmds.MultiViewMDS attribute) view_weights_ (polyview.embed.multiviewmds.MultiViewMDS attribute) views (polyview.dataset.multiviewdataset.MultiViewDataset attribute) ViewSplitter (class in polyview.augmentation.view_splitter)

W

W_ (polyview.cluster.mv_nmf.MultiViewNMF attribute) WeightedFusion (class in polyview.fusion.early) weights_ (polyview.cluster.mv_kmeans.MultiViewKMeans attribute) (polyview.cluster.mv_nmf.MultiViewNMF attribute) (polyview.embed.gcca.GCCA attribute) (polyview.embed.mcca.MCCA attribute) (polyview.fusion.early.NormalizedFusion attribute) (polyview.fusion.early.WeightedFusion attribute) (polyview.fusion.kernel_fusion.KernelFusion attribute)