singular value decomposition
represents an arbitrary matrix with orthogonal directions and nonnegative stretch.
symbols, variables and units
U,V: unitary matrix, orthogonal matrix when real number; Σ: non-negative singular value matrix; *: conjugate transpose.
applicable conditions and boundaries
Any finite-dimensional real or complex matrix; rectangular matrices need matching dimensions.
formula source code
The following is a copyable LaTeX expression.
A=U\Sigma V^{*}Reference and Extended Learning
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SVDdimensionality reduction