9
$\begingroup$

Let $T\in \mathbb{R}^{n\times n}$ be a symmetric tridiagonal matrix having the off--diagonal entries equal to -1. The diagonal entries are all positive, $a_i>0$, $i=\overline{1,n}$, and there exist $j$ and $k$, $j\neq k$ such that $a_j=a_k\leq 1$. $a_j$ and $a_k$ are the smallest diagonal entries.

I'm interested under what supplemental conditions can such a matrix have the smallest eigenvalue equal to 0?

$\endgroup$
2
  • $\begingroup$ could you give some motivation/background? $\endgroup$ Feb 25, 2012 at 13:26
  • 2
    $\begingroup$ The matrix $T$ is the linearization of a tridiagonal cooperative dynamical system around an equilibrium point. $\endgroup$
    – Andreea
    Feb 25, 2012 at 14:07

1 Answer 1

10
$\begingroup$

To simplify things a little, I describe conditions under which the smallest eigenvalue is strictly positive. These can be adjusted to get equality to zero.

Necessary and sufficient conditions for positive definiteness of the tridiagonal matrix in question are described below.

Definition (Chain Sequence). A sequence $\lbrace x_k \rbrace_{k > 0}$ is a chain sequence if there exists another sequence $\lbrace y_k \rbrace_{k\ge 0}$ such that \begin{equation*} x_k = y_k(1-y_{k-1}), \end{equation*} where $y_0 \in [0,1)$ and $y_k \in (0,1)$ for $k > 0$.

By the Wall-Wetzel Theorem, your tridiagonal matrix is positive definite if and only if

\begin{equation*} \left\lbrace \frac{1}{a_ka_{k+1}} \right\rbrace_{k=1}^{n-1} \end{equation*}

is a chain sequence.

Example. In particular, if the entries of the matrix satisfy,

\begin{equation*} 0 < \frac{1}{a_ka_{k+1}} < \frac{1}{4\cos^2\left(\frac{\pi}{n+1}\right)},\quad k=1,\ldots,n-1, \end{equation*} then it is positive definite.


For additional information and details about this material, please see:

  1. M. Andelic, and C. M. Da Fonesca. Sufficient conditions for positive definiteness of tridiagonal matrices revisited. (2010).
$\endgroup$
3
  • $\begingroup$ Thank you very much for pointing out this approach and the paper. $\endgroup$
    – Andreea
    Feb 25, 2012 at 19:02
  • $\begingroup$ You are welcome; also note that the Example gives a sufficient (not necessary) condition, while the theorem cited is an IFF. $\endgroup$
    – Suvrit
    Feb 25, 2012 at 19:40
  • 1
    $\begingroup$ @Suvrit, Hi ! If we have tridiagonal positive semidefinite matrix with positive entries then is the sequence $\{\frac{b_{i}^{2}}{a_{i}a{i+1}}\}$ a chain sequence ? I know for positive definite matrix it is, but what about this case? $\endgroup$
    – VSP
    Apr 9, 2020 at 12:58

Your Answer

By clicking “Post Your Answer”, you agree to our terms of service and acknowledge you have read our privacy policy.

Not the answer you're looking for? Browse other questions tagged or ask your own question.