Index

A

accum_cv_metric() (in module decompy.utils.matrixmethods) ActiveSubspaceRobustPCA (class in decompy.matrix_factorization) AlternatingDirectionMethod (class in decompy.matrix_factorization) (class in decompy.matrix_factorization.adm)

AugmentedLagrangianMethod (class in decompy.matrix_factorization) (class in decompy.matrix_factorization.alm)

C

check_binary_matrix() (in module decompy.utils.validations) check_real_matrix() (in module decompy.utils.validations) choosvd() (decompy.matrix_factorization.DualRobustPCA method) convergence_metrics() (decompy.interfaces.LSNResult method) (decompy.interfaces.lsnresult.LSNResult method) (decompy.interfaces.PCAResult method) (decompy.interfaces.pcaresult.PCAResult method) (decompy.interfaces.RankFactorizationResult method) (decompy.interfaces.rankfactorresult.RankFactorizationResult method) (decompy.interfaces.SVDResult method) (decompy.interfaces.svdresult.SVDResult method)

cumulative_variance() (decompy.interfaces.LSNResult method) (decompy.interfaces.lsnresult.LSNResult method) (decompy.interfaces.PCAResult method) (decompy.interfaces.pcaresult.PCAResult method) (decompy.interfaces.RankFactorizationResult method) (decompy.interfaces.rankfactorresult.RankFactorizationResult method) (decompy.interfaces.SVDResult method) (decompy.interfaces.svdresult.SVDResult method)

D

decompose() (decompy.matrix_factorization.ActiveSubspaceRobustPCA method) (decompy.matrix_factorization.adm.AlternatingDirectionMethod method) (decompy.matrix_factorization.alm.AugmentedLagrangianMethod method) (decompy.matrix_factorization.AlternatingDirectionMethod method) (decompy.matrix_factorization.AugmentedLagrangianMethod method) (decompy.matrix_factorization.DualRobustPCA method) (decompy.matrix_factorization.ealm.ExactAugmentedLagrangianMethod method) (decompy.matrix_factorization.ExactAugmentedLagrangianMethod method) (decompy.matrix_factorization.FastPrincipalComponentPursuit method) (decompy.matrix_factorization.fpcp.FastPrincipalComponentPursuit method) (decompy.matrix_factorization.GrassmannAverage method) (decompy.matrix_factorization.ialm.InexactAugmentedLagrangianMethod method) (decompy.matrix_factorization.InexactAugmentedLagrangianMethod method) (decompy.matrix_factorization.L1Filtering method) (decompy.matrix_factorization.LinearizedADMAdaptivePenalty method) (decompy.matrix_factorization.MixtureOfGaussianRobustPCA method) (decompy.matrix_factorization.op.OutlierPursuit method) (decompy.matrix_factorization.OutlierPursuit method) (decompy.matrix_factorization.pcp.PrincipalComponentPursuit method) (decompy.matrix_factorization.PrincipalComponentPursuit method) (decompy.matrix_factorization.RegulaizedL1AugmentedLagrangianMethod method) (decompy.matrix_factorization.RobustSVDDensityPowerDivergence method) (decompy.matrix_factorization.rsvddpd.RobustSVDDensityPowerDivergence method) (decompy.matrix_factorization.SingularValueThresholding method) (decompy.matrix_factorization.svt.SingularValueThresholding method) (decompy.matrix_factorization.SymmetricAlternatingDirectionALM method) (decompy.matrix_factorization.VariationalBayes method) (decompy.matrix_factorization.vbrpca.VariationalBayes method) decompy module decompy.interfaces module decompy.interfaces.lsnresult module decompy.interfaces.pcaresult module decompy.interfaces.rankfactorresult module decompy.interfaces.svdresult module decompy.matrix_factorization module

decompy.matrix_factorization.adm module decompy.matrix_factorization.alm module decompy.matrix_factorization.ealm module decompy.matrix_factorization.fpcp module decompy.matrix_factorization.ialm module decompy.matrix_factorization.op module decompy.matrix_factorization.pcp module decompy.matrix_factorization.rsvddpd module decompy.matrix_factorization.svt module decompy.matrix_factorization.vbrpca module decompy.rankmethods module decompy.rankmethods.bayes module decompy.rankmethods.cvrank module decompy.rankmethods.penalized module decompy.utils module decompy.utils.bayesmethods module decompy.utils.constants module decompy.utils.matrixmethods module decompy.utils.rootmethods module decompy.utils.simmethods module decompy.utils.validations module DualRobustPCA (class in decompy.matrix_factorization)

E

eigen_values() (decompy.interfaces.PCAResult method) (decompy.interfaces.pcaresult.PCAResult method) eigen_vectors() (decompy.interfaces.PCAResult method) (decompy.interfaces.pcaresult.PCAResult method) estimated_rank() (decompy.interfaces.LSNResult method) (decompy.interfaces.lsnresult.LSNResult method) (decompy.interfaces.PCAResult method) (decompy.interfaces.pcaresult.PCAResult method) (decompy.interfaces.RankFactorizationResult method) (decompy.interfaces.rankfactorresult.RankFactorizationResult method) (decompy.interfaces.SVDResult method) (decompy.interfaces.svdresult.SVDResult method)

ExactAugmentedLagrangianMethod (class in decompy.matrix_factorization) (class in decompy.matrix_factorization.ealm) extract_submatrix() (in module decompy.utils.matrixmethods)

F

FastPrincipalComponentPursuit (class in decompy.matrix_factorization) (class in decompy.matrix_factorization.fpcp)

G

g_inverse() (in module decompy.utils.matrixmethods)

generate_LSN() (in module decompy.utils.simmethods) GrassmannAverage (class in decompy.matrix_factorization)

I

InexactAugmentedLagrangianMethod (class in decompy.matrix_factorization) (class in decompy.matrix_factorization.ialm)

is_decreasing() (in module decompy.utils.validations) is_increasing() (in module decompy.utils.validations)

L

L1Filtering (class in decompy.matrix_factorization) ldxl() (in module decompy.utils.bayesmethods) LinearizedADMAdaptivePenalty (class in decompy.matrix_factorization) ln2moment() (in module decompy.utils.bayesmethods)

location() (decompy.interfaces.PCAResult method) (decompy.interfaces.pcaresult.PCAResult method) LSNResult (class in decompy.interfaces) (class in decompy.interfaces.lsnresult)

M

metrics (decompy.interfaces.LSNResult attribute) (decompy.interfaces.lsnresult.LSNResult attribute) (decompy.interfaces.PCAResult attribute) (decompy.interfaces.pcaresult.PCAResult attribute) (decompy.interfaces.RankFactorizationResult attribute) (decompy.interfaces.rankfactorresult.RankFactorizationResult attribute) (decompy.interfaces.SVDResult attribute) (decompy.interfaces.svdresult.SVDResult attribute) MixtureOfGaussianRobustPCA (class in decompy.matrix_factorization) module decompy decompy.interfaces decompy.interfaces.lsnresult decompy.interfaces.pcaresult decompy.interfaces.rankfactorresult decompy.interfaces.svdresult decompy.matrix_factorization decompy.matrix_factorization.adm decompy.matrix_factorization.alm decompy.matrix_factorization.ealm decompy.matrix_factorization.fpcp decompy.matrix_factorization.ialm decompy.matrix_factorization.op decompy.matrix_factorization.pcp decompy.matrix_factorization.rsvddpd decompy.matrix_factorization.svt decompy.matrix_factorization.vbrpca decompy.rankmethods decompy.rankmethods.bayes decompy.rankmethods.cvrank decompy.rankmethods.penalized decompy.utils decompy.utils.bayesmethods decompy.utils.constants decompy.utils.matrixmethods decompy.utils.rootmethods decompy.utils.simmethods decompy.utils.validations

O

OutlierPursuit (class in decompy.matrix_factorization) (class in decompy.matrix_factorization.op)

P

PCAResult (class in decompy.interfaces) (class in decompy.interfaces.pcaresult)

PrincipalComponentPursuit (class in decompy.matrix_factorization) (class in decompy.matrix_factorization.pcp)

R

rank_bai_ng() (in module decompy.rankmethods) (in module decompy.rankmethods.penalized) rank_bcv() (in module decompy.rankmethods) (in module decompy.rankmethods.cvrank) rank_classical_ic() (in module decompy.rankmethods) (in module decompy.rankmethods.penalized) rank_DIC() (in module decompy.rankmethods) (in module decompy.rankmethods.penalized) rank_elbow() (in module decompy.rankmethods) (in module decompy.rankmethods.penalized) rank_gabriel() (in module decompy.rankmethods) (in module decompy.rankmethods.cvrank) rank_hoffbayes() (in module decompy.rankmethods) (in module decompy.rankmethods.bayes)

rank_separate_rowcol() (in module decompy.rankmethods) (in module decompy.rankmethods.cvrank) RankFactorizationResult (class in decompy.interfaces) (class in decompy.interfaces.rankfactorresult) RegulaizedL1AugmentedLagrangianMethod (class in decompy.matrix_factorization) rmf_matrix() (in module decompy.utils.bayesmethods) rmf_vector() (in module decompy.utils.bayesmethods) RobustSVDDensityPowerDivergence (class in decompy.matrix_factorization) (class in decompy.matrix_factorization.rsvddpd) roots_cubic() (in module decompy.utils.rootmethods) roots_quartic() (in module decompy.utils.rootmethods) rW() (in module decompy.utils.bayesmethods) rXL() (in module decompy.utils.bayesmethods)

S

sanity_check() (decompy.matrix_factorization.RobustSVDDensityPowerDivergence method) (decompy.matrix_factorization.rsvddpd.RobustSVDDensityPowerDivergence method) singular_values() (decompy.interfaces.LSNResult method) (decompy.interfaces.lsnresult.LSNResult method) (decompy.interfaces.RankFactorizationResult method) (decompy.interfaces.rankfactorresult.RankFactorizationResult method) (decompy.interfaces.SVDResult method) (decompy.interfaces.svdresult.SVDResult method) singular_vectors() (decompy.interfaces.LSNResult method) (decompy.interfaces.lsnresult.LSNResult method) (decompy.interfaces.RankFactorizationResult method) (decompy.interfaces.rankfactorresult.RankFactorizationResult method) (decompy.interfaces.SVDResult method) (decompy.interfaces.svdresult.SVDResult method)

SingularValueThresholding (class in decompy.matrix_factorization) (class in decompy.matrix_factorization.svt) SVDResult (class in decompy.interfaces) (class in decompy.interfaces.svdresult) SymmetricAlternatingDirectionALM (class in decompy.matrix_factorization)

V

VariationalBayes (class in decompy.matrix_factorization) (class in decompy.matrix_factorization.vbrpca)