Multicollinearity Check in statistics

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What does that mean by "a linear dependence exists among three or even more variables" in multicollinearity?

Can somebody explain it in plain English?

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Exactly what they say : the variables are not independent since some of them are just linear combinations of other.

May I suggest you have a look at http://en.wikipedia.org/wiki/Multicollinearity ?