M. J. Baxter, Standardization and Transformation in Principal Component Analysis, with Applications to Archaeometry, Journal of the Royal Statistical Society. Series C (Applied Statistics), Vol. 44, No. 4 (1995), pp. 513-527
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M.J. Baxter (1995) studied this question.