Math Problem Statement

Find eigenvalues and eigenvectors of the matrix G= A superscript T A and orthonomalise them. Call them v subscript 1, v subscript 2 and v subscript 3 according to the order of h subscript 1> or=, h subscript 2> or = h subscript 3 of eigenvalues of G

Solution

To solve the problem, we will proceed step by step:

1. Constructing Matrix G:

Given that G=ATAG = A^T A, let's assume AA is a 3x3 matrix. Therefore, GG will also be a 3x3 matrix. If you have the matrix AA available, please provide it. If not, I'll assume a generic form of AA and compute GG.

2. Finding Eigenvalues and Eigenvectors of G:

Once GG is obtained, we need to find the eigenvalues (h1,h2,h3h_1, h_2, h_3) and the corresponding eigenvectors of GG.

3. Orthonormalization:

After finding the eigenvectors, we'll orthonormalize them. This will result in three orthonormal eigenvectors, which we will call v1v_1, v2v_2, and v3v_3.

4. Ordering the Eigenvectors:

The eigenvectors will be ordered according to the magnitude of the corresponding eigenvalues such that: h1h2h3h_1 \geq h_2 \geq h_3 and the corresponding eigenvectors will be labeled as v1v_1, v2v_2, and v3v_3.

Let's go through this process. Could you please provide the matrix AA, or would you like to proceed with a generic matrix AA?

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Math Problem Analysis

Mathematical Concepts

Linear Algebra
Eigenvalues
Eigenvectors
Matrix Transposition
Orthonormalization

Formulas

G = A^T A

Theorems

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Suitable Grade Level

Advanced Undergraduate or Graduate Level