Index

A

autoencoder_loss() (in module kooplearn.jax.nn)

AutoEncoderLoss (class in kooplearn.torch.nn)

C

compute_logistic_map_eig() (in module kooplearn.datasets)

compute_logistic_map_invariant_pdf() (in module kooplearn.datasets) compute_prinz_potential_eig() (in module kooplearn.datasets)

D

directed_hausdorff_distance() (in module kooplearn.metrics) dynamical_modes() (kooplearn.kernel.GeneratorDirichlet method) (kooplearn.kernel.KernelRidge method) (kooplearn.kernel.NystroemKernelRidge method) (kooplearn.linear_model.Ridge method)

DynamicalModes (class in kooplearn)

E

eig() (kooplearn.kernel.GeneratorDirichlet method) (kooplearn.kernel.KernelRidge method) (kooplearn.kernel.NystroemKernelRidge method) (kooplearn.linear_model.Ridge method)

energy_loss() (in module kooplearn.jax.nn) EnergyLoss (class in kooplearn.torch.nn)

F

FeatureFlattener (class in kooplearn.preprocessing) FeatureMapEmbedder (class in kooplearn.torch) fetch_ordered_mnist() (in module kooplearn.datasets) fit() (kooplearn.jax.NnxFeatureMapEmbedder method) (kooplearn.kernel.GeneratorDirichlet method) (kooplearn.kernel.KernelRidge method) (kooplearn.kernel.NystroemKernelRidge method) (kooplearn.linear_model.Ridge method) (kooplearn.preprocessing.FeatureFlattener method) (kooplearn.preprocessing.TimeDelayEmbedding method) (kooplearn.torch.FeatureMapEmbedder method)

fit_transform() (kooplearn.preprocessing.TimeDelayEmbedding method) forward() (kooplearn.torch.nn.AutoEncoderLoss method) (kooplearn.torch.nn.EnergyLoss method) (kooplearn.torch.nn.SpectralContrastiveLoss method) (kooplearn.torch.nn.VampLoss method) frequency() (kooplearn.DynamicalModes method)

G

GeneratorDirichlet (class in kooplearn.kernel)

get_eigenvalue() (kooplearn.DynamicalModes method) get_right_eigenfunction() (kooplearn.DynamicalModes method)

I

inverse_transform() (kooplearn.jax.NnxFeatureMapEmbedder method) (kooplearn.preprocessing.FeatureFlattener method) (kooplearn.preprocessing.TimeDelayEmbedding method) (kooplearn.torch.FeatureMapEmbedder method)

K

KernelRidge (class in kooplearn.kernel) kooplearn module kooplearn.datasets module, [1] kooplearn.jax module kooplearn.jax.nn module kooplearn.kernel module, [1]

kooplearn.linear_model module, [1] kooplearn.metrics module kooplearn.preprocessing module, [1] kooplearn.torch module kooplearn.torch.nn module

L

lifetime() (kooplearn.DynamicalModes method)

M

make_duffing() (in module kooplearn.datasets) make_linear_system() (in module kooplearn.datasets) make_logistic_map() (in module kooplearn.datasets) make_lorenz63() (in module kooplearn.datasets) make_prinz_potential() (in module kooplearn.datasets) make_regime_switching_var() (in module kooplearn.datasets) module kooplearn kooplearn.datasets, [1] kooplearn.jax kooplearn.jax.nn kooplearn.kernel, [1] kooplearn.linear_model, [1] kooplearn.metrics kooplearn.preprocessing, [1] kooplearn.torch kooplearn.torch.nn

N

n_modes (kooplearn.DynamicalModes property)

NnxFeatureMapEmbedder (class in kooplearn.jax) NystroemKernelRidge (class in kooplearn.kernel)

P

predict() (kooplearn.kernel.GeneratorDirichlet method) (kooplearn.kernel.KernelRidge method) (kooplearn.kernel.NystroemKernelRidge method) (kooplearn.linear_model.Ridge method)

R

Ridge (class in kooplearn.linear_model) risk() (kooplearn.kernel.KernelRidge method) (kooplearn.kernel.NystroemKernelRidge method) (kooplearn.linear_model.Ridge method)

S

score() (kooplearn.kernel.KernelRidge method) (kooplearn.kernel.NystroemKernelRidge method) (kooplearn.linear_model.Ridge method)

spectral_contrastive_loss() (in module kooplearn.jax.nn) SpectralContrastiveLoss (class in kooplearn.torch.nn) summary() (kooplearn.DynamicalModes method)

T

TimeDelayEmbedding (class in kooplearn.preprocessing) transform() (kooplearn.jax.NnxFeatureMapEmbedder method) (kooplearn.preprocessing.FeatureFlattener method) (kooplearn.preprocessing.TimeDelayEmbedding method) (kooplearn.torch.FeatureMapEmbedder method)

V

vamp_loss() (in module kooplearn.jax.nn)

VampLoss (class in kooplearn.torch.nn)