Properties and Limitations of PCA
As noted above, the results of PCA depend on the scaling of the variables.
The applicability of PCA is limited by certain assumptions made in its derivation.
Read more about this topic: Principal Component Analysis
Famous quotes containing the words properties and/or limitations:
“The reason why men enter into society, is the preservation of their property; and the end why they choose and authorize a legislative, is, that there may be laws made, and rules set, as guards and fences to the properties of all the members of the society: to limit the power, and moderate the dominion, of every part and member of the society.”
—John Locke (1632–1704)
“The motion picture made in Hollywood, if it is to create art at all, must do so within such strangling limitations of subject and treatment that it is a blind wonder it ever achieves any distinction beyond the purely mechanical slickness of a glass and chromium bathroom.”
—Raymond Chandler (1888–1959)