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Principal component analysis 主成分分析

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Principal component analysis 主成分分析

E is the orthogonal matrix whose columns are the eigenvectors of the covariance matrix of x.

Su is the covariance matrix of the principle component u.

Sx is the covariance matrix of the x.  How does var(tr(E)x) equal to tr(E)[Sx][E]?