Find Cholesky Decomposition for 3x3 Matrix | Linear Algebra Question"

In summary, Carlis mentioned that she was struggling to figure out the Cholesky Decomposition of this matrix. She found the first column that was
  • #1
stunner5000pt
1,465
4
ok question is to find the Cholesky Decomposition of this matrix

[tex] \left(\begin{array}{ccc}2&-1&0\\-1&2&-1\\0&-1&2\end{array} \right) [/tex]

now for the cholesky decomposition L i know how to find the first column that is
[tex] \left(\begin{array}{ccc}\sqrt{2}&0&0\\-\frac{1}{\sqrt{2}}&\frac{3}{2}&?\\0&?&?\end{array}\right) [/tex]

the qeustion marks mean that parts i can't figure out

can someone please lhelp me !

thank you
 
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  • #2
Gosh, it seems like you're on the right direction. Why don't you put A, B, and C into those question marks, take the transpose, multiply the two matrices and see what equations you get on A, B and C?

Carl
 
  • #3
isn't there a more direct approach that doesn't involve matrix multiplication?

like how i got the 3/ in the a22 position was as follows

[tex] \sqrt{2 - \frac{1}{2}} [/tex]
but how would ig oabout findin the ? in the a32 postiion??

is it [tex] \frac{-1-0}{\frac{3}{2}} [/tex]
is that correct??
 
  • #4
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  • #5
i don't want to do it the wikipedia way its too hard i think. How would you do this question??

PLease i need to figure this out !
 
  • #6
any help... anyone? i know that I am not suppsoed to bump liek this but how would one go about doing this decomposition?

For that matter, how would do the LDL transpose factorization for a matrix

one method suggested to me was to reduce the origina lamtrix to the elementary matrix, and apply each of the row operatorions to a differnet elementary matrix and then finally mulitply them all so give the Lower triangular matrix

but how would one go about fdind the D matrix?
 
  • #7
The matrix multiplication for this problem should be fairly easy. That's what I would do.

You're only going to end up with three equations in three unknowns. They will be quadratic in the unknowns, but you should be able to solve them without a lot of trouble.

Carl

Oh, and by the way, my Seahawks just one in overtime, improving their record to 9-2-0 continuing a win streak now at 7 games.
 
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FAQ: Find Cholesky Decomposition for 3x3 Matrix | Linear Algebra Question"

What is Cholesky Decomposition?

Cholesky Decomposition is a method in linear algebra that factorizes a Hermitian, positive-definite matrix into a lower triangular matrix and its conjugate transpose.

Why is Cholesky Decomposition useful?

Cholesky Decomposition is useful because it allows for the efficient solving of linear systems, particularly in cases where the matrix is both Hermitian and positive-definite. This method also reduces computational complexity compared to other methods, such as LU decomposition.

Can Cholesky Decomposition be used for any matrix?

No, Cholesky Decomposition can only be used for Hermitian, positive-definite matrices. If a matrix does not meet these criteria, then Cholesky Decomposition cannot be applied.

What is the process for finding Cholesky Decomposition for a 3x3 matrix?

The process for finding Cholesky Decomposition for a 3x3 matrix involves first checking if the matrix is Hermitian and positive-definite. Then, the Cholesky Decomposition formula can be applied to find the lower triangular matrix.

Can Cholesky Decomposition be used for solving linear equations?

Yes, Cholesky Decomposition can be used for solving linear equations, particularly for systems with Hermitian and positive-definite matrices. This method can also be used for various applications in statistics, optimization, and signal processing.

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