The results of Principal Component Analysis are less reliable if the scale of measurement of the variables vary considerably. True False

Glencoe Algebra 1, Student Edition, 9780079039897, 0079039898, 2018
18th Edition
ISBN:9780079039897
Author:Carter
Publisher:Carter
Chapter4: Equations Of Linear Functions
Section4.5: Correlation And Causation
Problem 2AGP
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The results of Principal Component Analysis are less reliable if the scale of measurement of the variables vary considerably.

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Step 1

Introduction:

Principal Component Analysis is a dimensionality reduction procedure, which attempts to reduce the dimension of the data by forming a few principal components or linear combinations of the large number of variables in the data, which are independent of each other, and explains as much of the variability in the data set as possible.

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