Question #44923

State if the following statements are true and which are false? Justify your answer with a
short proof or a counterexample.

If zero is an eigenvalue of a linear transformation T, then T is not invertible.

Expert's answer

Answer on Question #44923 – Math - Linear Algebra

If zero is an eigenvalue of a linear transformation TT, then TT is not invertible.

Answer

True. If zero is an eigenvalue of a linear transformation TT, so there is at least one non-zero vector v\vec{v} such that Tv=0T\vec{v} = 0 (0 is an eigenvalue of TT with corresponding eigenvector v\vec{v}). We see that the nullspace of TT has dimension 1\geq 1. Since


dimcolT+dimnulT=n\dim \operatorname{col} T + \dim \operatorname{nul} T = n


and


dimcolT=rankT\dim \operatorname{col} T = \operatorname{rank} T

rankT<n\operatorname{rank} T < n. Then TT is not invertible.

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