Psychometrika · 1962 · 31 citations · 4 references
EngineeringComputer ScienceOptimizationHomogeneous Transformation MatricesLeast Squares ProblemsOrthogonal Transformations
After proving a special case of a theorem stated by Eckart and Young, namely, that an oblique transformation G is the product of two different orthogonal transformations and an intervening diagonal, this note shows that the best fitting orthogonal approximation to G is obtained simply by replacing the intervening diagonal by the identity matrix. This result is shown to be identical with two earlier orthogonalizing procedures when G is of full rank. A multiplicity of solutions is shown for the case of a singular G .
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The Approximation of One Matrix by Another of Lower Rank
Carl Eckart, Gale Young · Psychometrika · 1936 · 3.8K citations
Paul Horst · Psychological Bulletin · 1948 · 1.6K citations