Let $\{A_n\}$ be a sequence of positive definite matrices. Denote the minimal eigenvalue of matrix A by $\lambda_{min}(A)$. If $tr(A_n) \to +\infty$ when $n \to +\infty$, then what can we say about $\lambda_{min}(A_n)$ ?
2026-03-30 13:37:22.1774877842
Evaluate the mininal eigenvalue of positive definite matrix
165 Views Asked by Bumbble Comm https://math.techqa.club/user/bumbble-comm/detail At
1
There are 1 best solutions below
Related Questions in EIGENVALUES-EIGENVECTORS
- Stability of system of parameters $\kappa, \lambda$ when there is a zero eigenvalue
- Stability of stationary point $O(0,0)$ when eigenvalues are zero
- Show that this matrix is positive definite
- Is $A$ satisfying ${A^2} = - I$ similar to $\left[ {\begin{smallmatrix} 0&I \\ { - I}&0 \end{smallmatrix}} \right]$?
- Determining a $4\times4$ matrix knowing $3$ of its $4$ eigenvectors and eigenvalues
- Question on designing a state observer for discrete time system
- Evaluating a cubic at a matrix only knowing only the eigenvalues
- Eigenvalues of $A=vv^T$
- A minimal eigenvalue inequality for Positive Definite Matrix
- Construct real matrix for given complex eigenvalues and given complex eigenvectors where algebraic multiplicity < geometric multiplicity
Related Questions in TRACE
- How to show that extension of linear connection commutes with contraction.
- Basis-free proof of the fact that traceless linear maps are sums of commutators
- $\mathrm{tr}(AB)=\mathrm{tr}(BA)$ proof
- Similar 2x2 matrices of trace zero
- Basis of Image and kernel of Linear Transformation $\mathbb(M_{2,2})\rightarrow\mathbb(R^3) = (trace(A), 5*Trace(A), - Trace(A))$
- Replace $X$ with $\mbox{diag}(x)$ in trace matrix derivative identity
- Proving that a composition of bounded operator and trace class operator is trace class
- If $A \in \mathcal M_n(\mathbb C)$ is of finite order then $\vert \operatorname{tr}(A) \vert \le n$
- Characterisations of traces on $F(H)$
- "Symmetry of trace" passage in the proof of Chern Weil.
Related Questions in POSITIVE-DEFINITE
- Show that this matrix is positive definite
- A minimal eigenvalue inequality for Positive Definite Matrix
- Show that this function is concave?
- $A^2$ is a positive definite matrix.
- Condition for symmetric part of $A$ for $\|x(t)\|$ monotonically decreasing ($\dot{x} = Ax(t)$)
- The determinant of the sum of a positive definite matrix with a symmetric singular matrix
- Using complete the square to determine positive definite matrices
- How the principal submatrix of a PSD matrix could be positive definite?
- Aribtrary large ratio for eigenvalues of positive definite matrices
- Positive-definiteness of the Schur Complement
Trending Questions
- Induction on the number of equations
- How to convince a math teacher of this simple and obvious fact?
- Find $E[XY|Y+Z=1 ]$
- Refuting the Anti-Cantor Cranks
- What are imaginary numbers?
- Determine the adjoint of $\tilde Q(x)$ for $\tilde Q(x)u:=(Qu)(x)$ where $Q:U→L^2(Ω,ℝ^d$ is a Hilbert-Schmidt operator and $U$ is a Hilbert space
- Why does this innovative method of subtraction from a third grader always work?
- How do we know that the number $1$ is not equal to the number $-1$?
- What are the Implications of having VΩ as a model for a theory?
- Defining a Galois Field based on primitive element versus polynomial?
- Can't find the relationship between two columns of numbers. Please Help
- Is computer science a branch of mathematics?
- Is there a bijection of $\mathbb{R}^n$ with itself such that the forward map is connected but the inverse is not?
- Identification of a quadrilateral as a trapezoid, rectangle, or square
- Generator of inertia group in function field extension
Popular # Hahtags
second-order-logic
numerical-methods
puzzle
logic
probability
number-theory
winding-number
real-analysis
integration
calculus
complex-analysis
sequences-and-series
proof-writing
set-theory
functions
homotopy-theory
elementary-number-theory
ordinary-differential-equations
circles
derivatives
game-theory
definite-integrals
elementary-set-theory
limits
multivariable-calculus
geometry
algebraic-number-theory
proof-verification
partial-derivative
algebra-precalculus
Popular Questions
- What is the integral of 1/x?
- How many squares actually ARE in this picture? Is this a trick question with no right answer?
- Is a matrix multiplied with its transpose something special?
- What is the difference between independent and mutually exclusive events?
- Visually stunning math concepts which are easy to explain
- taylor series of $\ln(1+x)$?
- How to tell if a set of vectors spans a space?
- Calculus question taking derivative to find horizontal tangent line
- How to determine if a function is one-to-one?
- Determine if vectors are linearly independent
- What does it mean to have a determinant equal to zero?
- Is this Batman equation for real?
- How to find perpendicular vector to another vector?
- How to find mean and median from histogram
- How many sides does a circle have?
Suppose $$ A_n= \left( \begin{array}{cc} n & 0 \\ 0 & a_n \end{array} \right) $$ and that $n>a_n>0$. Then $A_n$ is positive definite and $tr(A_n)\to \infty$ as $n \to \infty$.
However we can say nothing interesting about the behavior of $\lambda_{min}(A_n)=a_n$ as $n \to \infty$. It could tend to $0$ or $\infty$, anything in between, or $\lim_{n \to \infty}\lambda_{min}(A_n)$ might not exist.
Edit:
If we also know that $A_n=b_1b_1^T+\cdots+b_nb_n^T$ (where $b_k$ are vectors in $\mathbb R^K$), then we can say a little more. As in user251257's comment, we can use the variational characterization of the eigenvalues of a hermitian matrix to say that $\lambda_{min}(A_n)$ is a (non-strictly) increasing function.
As can be seen at this link, \begin{align*} \lambda_{min} (A_n) &= \min_{x \neq 0} \frac{(A_nx,x)}{(x,x)}=\min_{x \neq 0} \frac{((A_{n-1}+b_nb_n^T)x,x)}{(x,x)}\\ &= \min_{x \neq 0} \frac{(A_{n-1}x,x)}{(x,x)}+\frac{((b_nb_n^T)x,x)}{(x,x)}\\ & \geq \min_{x \neq 0} \frac{(A_{n-1}x,x)}{(x,x)}\\&=\lambda_{min}(A_{n-1}). \end{align*}