安卓手机扫描二维码安装App

第2197题:Cholesky factorization




Andre-Louis Cholesky (1875–1918)



The following conditions are equivalent for a symmetric n×nn \times n matrix AA


1. AA is positive definite.


2. det ( (r)A{(r)} \atop A  ) >0>0 for each r=1,2,,nr=1,2,\cdots,n  .


3. A=UTUA=U^T U where UU is an upper triangular matrix with positive entries on the main diagonal.


Furthermore, the factorization in A=UTUA=U^T U is unique, called the Cholesky factorization of AA .


If A A is a positive definite matrix, the Cholesky factorization A=UTU A=U^T U can be obtained as follows:


Step 1. Carry AA to an upper triangular matrix U1 U_1  with positive diagonal entries using row operations each of which adds a multiple of a row to lower row.


Step 2. Obtain UU from U1U_1 by dividing each row of U1 U_1 by the square root of the diagonal entry in that row.


OK, let's find the Cholesky factorization UU of A=[301021112]A= \begin{bmatrix} 3 & 0 & 1 \\ 0 & 2 & 1 \\ 1 & 1 & 2 \end{bmatrix}  .


A. U=[3010210076]U= \begin{bmatrix} 3 & 0 & 1 \\ 0 & 2 & 1 \\ 0 & 0 & \dfrac{7}{6} \end{bmatrix} 



B. U=[301302120076]U= \begin{bmatrix} 3 & 0 & \dfrac{1}{\sqrt{3}} \\ 0 & 2 & \dfrac{1}{\sqrt{2}} \\ 0 & 0 & \dfrac{\sqrt{7}}{\sqrt{6}} \end{bmatrix} 



C. U=[130301220076]U= \begin{bmatrix} \dfrac{1}{\sqrt{3}} & 0 & \sqrt{3} \\ 0 & \dfrac{1}{\sqrt{2}}& \sqrt{2} \\ 0 & 0 & \dfrac{\sqrt{7}}{\sqrt{6}} \end{bmatrix}



D. U=[301302120076]U= \begin{bmatrix} \sqrt{3} & 0 & \dfrac{1}{\sqrt{3}} \\ 0 & \sqrt{2} & \dfrac{1}{\sqrt{2}} \\ 0 & 0 & \dfrac{\sqrt{7}}{\sqrt{6}} \end{bmatrix} 




Andre-Louis Cholesky (1875–1918), was a French mathematician who died in World War I. His factorization was published in 1924 by a fellow officer.


苹果手机扫描二维码安装App
我来回答