Linear Algebra - Eigenvalue Problem

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Homework Help Overview

The problem involves a linear algebra context focusing on an eigenvalue problem with a linear operator A acting on three vectors that span a space. The vectors are denoted as |a>, |b>, and |c>, with specific mappings defined for the operator A.

Discussion Character

  • Exploratory, Conceptual clarification, Mathematical reasoning

Approaches and Questions Raised

  • Participants discuss the representation of the operator A as a square matrix and explore how to express the mappings of the vectors in matrix form. There are attempts to relate hypothetical matrices to the actual operator based on the given mappings.

Discussion Status

Some participants have provided insights into how to represent the operator A as a 3x3 matrix and have begun to analyze the implications of the mappings. Questions remain about the justification for using specific coordinate representations and the properties of the vectors involved.

Contextual Notes

There is a mention of orthogonality and the potential implications of the vectors being elements of a Hilbert Space, which raises questions about the assumptions underlying their representation.

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Homework Statement



Let there be 3 vectors that span a space: { |a>, |b>, |c> } and let n be a complex number.

If the operator A has the properties:

A|a> = n|b>
A|b> = 3|a>
A|c> = (4i+7)|c>

What is A in terms of a square matrix?

Homework Equations



det(A-Iλ)=0

The Attempt at a Solution



I don't even know how to start. Can someone give me a starting hint?
 
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Imagine |a>=(1,0,0), |b>=(0,1,0), |c>=(0,0,1)
What would the square matrix be then?
Once you've got that, how can you relate your "hypothetical" square matrix to the correct one?
 
Since A maps a three dimensional vector space to itself, it can be represented as a 3 by 3 matrix and so can be written
\begin{bmatrix}a & b & c \\ d & e & f \\ g & h & i\end{bmatrix}

Since you have basis vectors |a>, |b>, and |c>, they can be written as <1, 0, 0>, <0, 1, 0>, and <0, 0, 1>, respectively. What do you get when you multiply each of those by the matrix above?

You are told that "A|a> = n|b>", that is the what you got by multiplying A by <1, 0, 0> must be equal to <0, n, 0> for this complex number n. Compare the two.

Similarly, you are told that "A|b> = 3|a>". In other words, what you got by mutiplying A by <0, 1, 0> must be equal to <3, 0, 0>.

Finally, you are told that "A|c> = (4i+7)|c>" so that what you got by multiplying A by <0, 0, 1> must be equal to <0, 0, 4i+7>.
 
Ok, I didn't think of that. Writing them out in terms of specific numbers is helpful. However, why can we do that?

I think I understand why they were written that way a little. Is it because they are orthogonal elements of a Hilbert Space and since they are orthogonal, we can define a coordinate system such that one is <1,0,0> and the other 2 are necessarily orthogonal to it and others, following the right hand rule?
 

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