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First, we'll start with the definition of an eigenvalue. Let v be a non-zero vector and A be a linear transformation acting on v. k is an eigenvalue of the linear transformation A if the following equation is satisfied:

Av = kv

Meaning the linear transformation has just scaled the vector, v, not changed its direction, by the value, k.

By definition, two matrices, A and B, are similar if B = TAT-1, where T is the change of basis matrix.

Let w be some vector that has had its base changed via Tv.

Therefore v = T-1w

We want to show that Bw = kv

Bw = TAT-1w = TAv = Tkv = kTv= kw

Q.E.D.

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Q: How can I prove that similar matrices have same eigenvalues?
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