Exterior Power of Linear Transformation

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SUMMARY

The discussion focuses on calculating the trace of the exterior power of a linear transformation represented by the matrix \(A=\begin{pmatrix}1&1&0\\0&2&2\\0&0&3\end{pmatrix}\). The characteristic polynomial for the \(3\times 3\) matrix \(A\) is derived as \(P_{A}(\lambda)=(1-\lambda)(2-\lambda)(3-\lambda)\), leading to the conclusion that \(\mbox{tr}(\wedge^2 A)=11\). This result is crucial for understanding the properties of linear transformations in the context of exterior algebra.

PREREQUISITES
  • Understanding of linear transformations and their representations as matrices.
  • Familiarity with exterior algebra, specifically the concept of exterior powers.
  • Knowledge of characteristic polynomials and their role in linear algebra.
  • Ability to compute traces of matrices and their exterior powers.
NEXT STEPS
  • Study the properties of exterior powers in linear algebra.
  • Learn how to derive characteristic polynomials for different matrix sizes.
  • Explore applications of traces in various mathematical contexts.
  • Investigate the relationship between linear transformations and their matrix representations.
USEFUL FOR

Mathematicians, students of linear algebra, and anyone interested in the applications of exterior powers and linear transformations in advanced mathematics.

Sudharaka
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Hi everyone, :)

I don't understand how to use the given linear transformation so as to calculate the exterior power of \(V\); \(\wedge^2(f)\). I hope you can help me with this. :)

Problem:

Find the trace of the linear transformation \(\wedge^2(f)\), if \(f\) is given by the matrix,

\[A=\begin{pmatrix}1&1&0\\0&2&2\\0&0&3\end{pmatrix}\]
 
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Sudharaka said:
Hi everyone, :)

I don't understand how to use the given linear transformation so as to calculate the exterior power of \(V\); \(\wedge^2(f)\). I hope you can help me with this. :)

Problem:

Find the trace of the linear transformation \(\wedge^2(f)\), if \(f\) is given by the matrix,

\[A=\begin{pmatrix}1&1&0\\0&2&2\\0&0&3\end{pmatrix}\]

I think I got this one covered. Let me know if you see any mistakes. :)

For a \(n\times n\) matrix \(A\) the characteristic polynomial is given by the general formula,

\[P_{A}(\lambda)=\sum_{k=0}^{n}\lambda^{n-k}(-1)^{n-k}\mbox{tr}(\wedge^k A)\]

Therefore for a \(3\times 3\) matrix this reduces to,

\[P_{A}(\lambda)=-\lambda^3+\mbox{tr}(\wedge A)\lambda^2-\mbox{tr}(\wedge^2 A)\lambda+\mbox{tr}(\wedge^3 A)\]

Now if we write the characteristic polynomial of \(A\) we get,

\[P_{A}(\lambda)=(1-\lambda)(2-\lambda)(3-\lambda)=-\lambda^2+6\lambda^2-11\lambda+6\]

Therefore,

\[\mbox{tr}(\wedge^2 A)=11\]
 
Last edited:

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