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Wolfram Language
DimensionReducers
Guides
Dimension reduction functions
Symbols
BasisVectorInterpretation
FastICA
GDCLSGlobal
GDCLS
IndependentComponentAnalysis
LeftNormalizeMatrixProduct
NearestWords
NonNegativeMatrixFactorizationGlobal
NonNegativeMatrixFactorization
NormalizeMatrixProduct
RightNormalizeMatrixProduct
Dimension reduction functions
Independent Component Analysis
The Independent Component Analysis (ICA) is a matrix factorization method that utilizes Gram-Schmidt orthogonalization by considering two vectors (two signals) to be orthogonal if their difference is Gaussian white noise.
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— decomposes a matrix into ICA matrix factors
Non-Negative Matrix Factorization
Non-negative matrix factorization (NNMF) is a matrix factorization method that reduces the dimensionality of a given matrix.
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— decomposes a matrix into NNMF matrix factors
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— allows reuse of already computed matrix factors
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