A TUTORIAL ON PRINCIPAL COMPONENT ANALYSIS …
other words, the jth coefficient of yi is a projection on to the jth row of P. This is in fact the very form of an equation where yi is a projection on to the basis of {p1,...,pm}.Therefore, the rows of P are indeed a new set of basis vectors for representing of columns
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