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Linear Algebra With Applications
Found in: Page 401
Linear Algebra With Applications

Linear Algebra With Applications

Book edition 5th
Author(s) Otto Bretscher
Pages 442 pages
ISBN 9780321796974

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Short Answer

Cholesky factorization for 2×2 matrices. Show that any positive definite 2×2 matrix A can be written uniquely A=LLT as where L is a lower triangular 2×2 matrix with positive entries on the diagonal. Hint: Solve the equation

[abbc]=[x0yz][xy0z]

Every positive definite 2 x 2 matrix

A=abbc

has the form A=LLT in Cholesky factorization, where,

L=a0 b/a ac-b2/a

is a positive diagonal matrix with lower triangular entries

See the step by step solution

Step by Step Solution

Step 1: Given Information:

abbc=x0yzxy0z

Step 2: Estimating the matrix:

Consider the matrix below:

A=abbc

be a matrix with a positive definite value. Let

L=x0yz

if the lower triangular matrix is 2 x 2, then

LLT=x0yzxy0z=x2xyyxy2+z2

If there is a L with positive diagonal elements, i.e. x,y,z0 and x,z>0 such that A=LLT, we say A has Cholesky factorization. If we consider A=LLT, we get

abbc=x2xyyxy2+z2a=x2,yz=b,y+z2=c

x2=a,y=ba,z2=c-b2a=ac-b2a

Using A's positive definiteness, a>0 and ac-b2>0 , we obtain

role="math" localid="1659671492195" x=a>0,y=ba and z=ac-b2a>0

For a 2×2 positive definite matrix, this is the case.

A=abbc

A lower triangular matrix exists.

L=a0b/aac-b2/a

It has a Cholesky factorization since it has positive diagonal elements and A=LLT.

Step 3: Determining the Result:

Every positive definite 2 x 2 matrix

A=abbc

has the form A=LLT in Cholesky factorization, where,

L=a0b/aac-b2/a

is a positive diagonal matrix with lower triangular entries

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