[Bhatia.Matrix Analysis.Solutions to Exercises and Problems]ExI.2.2

简介: Show that the following statements are equivalent: (1). $A$ is positive. (2). $A=B^*B$ for some $B$.

Show that the following statements are equivalent:

(1). $A$ is positive.

(2). $A=B^*B$ for some $B$.

(3). $A=T^*T$ for some upper triangular $T$.

(4). $A=T^*T$ for some upper triangular $T$ with nonnegative diagonal entries. If $A$ is positive definite, then the factorization in (4) is unique. This is called the Cholesky decomposition of $A$.

Solution.  (1)$\ra$(2). Since $A$ is positive, and thus is Hermitian, $\exists$ unitary $Q$, $\st$ $$\bex A=Q\diag(\lm_1,\cdots,\lm_n)Q^*,\quad \lm_i\geq 0. \eex$$ Take $$\bex B=\diag\sex{\sqrt{\lm_1},\cdots,\sqrt{\lm_n}}Q, \eex$$ then $A=B^*B$.

(2)$\ra$(4). By QR decomposition, $\exists$ orthogonal $Q$, upper triangular $R$ with diagonals $\geq0$, $\st B=QR$. Thus $$\bex A=B^*B=R^*Q^*QR=R^*R. \eex$$

(4)$\ra$(1). First, $A$ is Hermitian. Second, $$\bex x^*Ax=x^*T^*Tx=\sen{Tx}^2\geq 0,\quad \forall\ x. \eex$$

(3)$\ra$(1). Just do as that in (4)$\ra$(1).

(1)$\ra$(3). Just use the QR decomposition.

目录
相关文章
[Bhatia.Matrix Analysis.Solutions to Exercises and Problems]ExI.5.2
The elementary tensors $x\otimes \cdots \otimes x$, with all factors equal, are all in the subspace $\vee^k\scrH$.
446 0
|
应用服务中间件 AHAS Perl
[Bhatia.Matrix Analysis.Solutions to Exercises and Problems]ExI.5.6
Let $A$ be a nilpotent operator. Show how to obtain, from aJordan basis for $A$, aJordan basis of $\wedge^2A$.
768 0
[Bhatia.Matrix Analysis.Solutions to Exercises and Problems]ExI.5.3
Let $\scrM$ be a $p$-dimensional subspace of $\scrH$ and $\scrN$ its orthogonal complement. Choosing $j$ vectors from $\scrM$ and $k-j$ vectors from $...
708 0
[Bhatia.Matrix Analysis.Solutions to Exercises and Problems]ExI.5.8
Prove that for any matrices $A,B$ we have $$\bex |\per (AB)|^2\leq \per (AA^*)\cdot \per (B^*B). \eex$$ (The corresponding relation for determinants is an easy equality.
581 0
[Bhatia.Matrix Analysis.Solutions to Exercises and Problems]ExI.5.10
Every $k\times k$ positive matrix $A=(a_{ij})$ can be realised as a Gram matrix, i.e., vectors $x_j$, $1\leq j\leq k$, can be found so that $a_{ij}=\sef{x_i,x_j}$ for all $i,j$.
637 0
[Bhatia.Matrix Analysis.Solutions to Exercises and Problems]ExI.5.4
If $\dim \scrH=3$, then $\dim \otimes^3\scrH =27$, $\dim \wedge^3\scrH =1$ and $\dim \vee^3\scrH =10$.
695 0
[Bhatia.Matrix Analysis.Solutions to Exercises and Problems]ExI.5.9
(Schur's Theorem) If $A$ is positive, then $$\bex \per(A)\geq \det A. \eex$$   Solution. By Exercise I.
546 0
[Bhatia.Matrix Analysis.Solutions to Exercises and Problems]ExI.4.4
(1). There is a natural isomorphism between the spaces $\scrH\otimes \scrH^*$ and $\scrL(\scrH,\scrK)$ in which the elementary tensor $k\otimes h^*$co...
651 0
|
机器学习/深度学习
[Bhatia.Matrix Analysis.Solutions to Exercises and Problems]ExI.4.6
Let $A$ and $B$ be two matrices (not necessarily of the same size). Relative to the lexicographically ordered basis on the space of tensors, the matri...
743 0
|
Go
[Bhatia.Matrix Analysis.Solutions to Exercises and Problems]ExI.4.1
Let $x,y,z$ be linearly independent vectors in $\scrH$. Find a necessary and sufficient condition that a vector $w$ mush satisfy in order that the bil...
656 0