Linear Algebra Unique Factorization

In summary, the conversation discusses the uniqueness of the factorization of a diagonalizable matrix A into the form A=PDP-1, where D is a diagonal matrix of eigenvalues. It is noted that this factorization is not always unique, as the order of placement of eigenvectors in P can affect the order of the eigenvalues on the main diagonal of D.
  • #1
sportsfan1292
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Homework Statement


Assume that the matrix A is diagonalizable : A=PDP-1, where D is the diagonal matrix of eigenvalues. Show that this factorization is not always unique


Homework Equations





The Attempt at a Solution


I have a couple of theories. The first being that since the matrix D can be reordered in any way as long as the eigenvalues are on the diagonal.
The second is that A=P-1CP when C is the non diagonalized matrix.
 
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  • #2
I like your first theory. The order of the eigenvalues on the main diagonal of D depends on the order of placement of eigenvectors in P.
 

1. What is the concept of unique factorization in linear algebra?

Unique factorization in linear algebra refers to the ability to express a given vector or matrix as a product of irreducible factors in a unique way. This means that the factors cannot be further reduced or broken down into simpler components.

2. Why is unique factorization important in linear algebra?

Unique factorization is important because it allows us to simplify and understand complex linear algebraic expressions. It also helps in solving systems of equations and finding the inverse of matrices.

3. How is unique factorization different from prime factorization?

Unique factorization in linear algebra is similar to prime factorization in that both involve breaking down a number or expression into its simplest components. However, unique factorization deals specifically with vectors and matrices in linear algebra, while prime factorization applies to integers.

4. Can unique factorization be extended to other algebraic structures?

Yes, unique factorization can be extended to other algebraic structures such as polynomials, where it is known as unique factorization of polynomials. However, it may not always hold true for all algebraic structures.

5. What are the applications of unique factorization in real-world problems?

Unique factorization has several applications in real-world problems, such as cryptography, data compression, and error correction in communication systems. It is also used in engineering and physics to model and solve various problems involving linear systems.

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