models.rst

Models

Regularized Canonical Correlation Analysis and Partial Least Squares

Canonical Correlation Analysis

.. autoclass:: cca_zoo.models._rcca.CCA
    :inherited-members: BaseEstimator

Partial Least Squares

.. autoclass:: cca_zoo.models._rcca.PLS
    :inherited-members: BaseEstimator

Ridge Regularized Canonical Correlation Analysis

.. autoclass:: cca_zoo.models._rcca.rCCA
    :inherited-members: BaseEstimator

GCCA and KGCCA

Generalized (MAXVAR) Canonical Correlation Analysis

.. autoclass:: cca_zoo.models._gcca.GCCA
    :inherited-members: BaseEstimator

Kernel Generalized (MAXVAR) Canonical Correlation Analysis

.. autoclass:: cca_zoo.models._gcca.KGCCA
    :inherited-members: BaseEstimator

MCCA and KCCA

Multiset (SUMCOR) Canonical Correlation Analysis

.. autoclass:: cca_zoo.models._mcca.MCCA
    :inherited-members: BaseEstimator

Kernel Multiset (SUMCOR) Canonical Correlation Analysis

.. autoclass:: cca_zoo.models._mcca.KCCA
    :inherited-members: BaseEstimator

Tensor Canonical Correlation Analysis

Tensor Canonical Correlation Analysis

.. autoclass:: cca_zoo.models._tcca.TCCA
    :inherited-members: BaseEstimator

Kernel Tensor Canonical Correlation Analysis

.. autoclass:: cca_zoo.models._tcca.KTCCA
    :inherited-members: BaseEstimator

More Complex Regularisation using Iterative Models

Normal CCA and PLS by alternating least squares

Quicker and more memory efficient for very large data

PLS by Alternating Least Squares

.. autoclass:: cca_zoo.models.PLS_ALS
    :inherited-members: BaseEstimator

Sparsity Inducing Models

Penalized Matrix Decomposition (Sparse PLS)

.. autoclass:: cca_zoo.models.SCCA_PMD
    :inherited-members: BaseEstimator

Sparse CCA by iterative lasso regression

.. autoclass:: cca_zoo.models.SCCA_IPLS
    :inherited-members: BaseEstimator

Elastic CCA by MAXVAR

.. autoclass:: cca_zoo.models.ElasticCCA
    :inherited-members: BaseEstimator

Span CCA

.. autoclass:: cca_zoo.models.SCCA_Span
    :inherited-members: BaseEstimator

Parkhomenko (penalized) CCA

.. autoclass:: cca_zoo.models.ParkhomenkoCCA
    :inherited-members: BaseEstimator

Sparse CCA by ADMM

.. autoclass:: cca_zoo.models.SCCA_ADMM
    :inherited-members: BaseEstimator

Miscellaneous

Nonparametric CCA

.. autoclass:: cca_zoo.models.NCCA
    :inherited-members: BaseEstimator

Partial CCA

.. autoclass:: cca_zoo.models.PartialCCA
    :inherited-members: BaseEstimator

Sparse Weighted CCA

.. autoclass:: cca_zoo.models.SWCCA
    :inherited-members: BaseEstimator

Base Class

.. automodule:: cca_zoo.models._base
    :inherited-members: BaseEstimator