I happened to be working on a problem that tried to mix linear algebra and statistics and the question in the title came to mind.
The goal was to determine the subset of $Y \subset \mathbb R^3$ corresponding to every element $y \in Y$ that have the same expected value and standard deviation of a given element $\overrightarrow x = (x_1,x_2,x_3) \in \mathbb R^3$ for a given $P = (p_1,p_2,p_3)$ such that $0 \leq p_i \leq 1$ and $\sum_{i=1}^3 p_i = 1$.
The expected value and standard deviation were defined respectively as:
$$ \left\{ \begin{array}{} E(\overrightarrow x) = \displaystyle \sum_{i=1}^3 p_ix_i \\ \sigma(\overrightarrow x) = \displaystyle \sqrt{\sum_{i=1}^3 p_i\Bigl(x_i-E(\overrightarrow x)\Bigl)^2} \end{array} \right. $$
I understand that $Y$ must be the intersection of a plane and an ellipsoid, but curiosity made me interested in trying to find the elements $P$ such that $Y$ would happen to be a disk in the plane (from the first condition defining $Y$) that intersects the ellipsoid (from the second condition defining $Y$), and thus came about the question below:
Given an ellipsoid with distinct principal semi-axes, is it generally (or ever) the case that one may find a plane whose intersection with the ellipsoid determines a circle in that plane? If so, under what conditions does that happen?
Thanks in advance. I apologize for any mistakes I might make, this is my first time around.
Place the ellipsoid with its center at the origin and its short axis on the $x$-axis, its long axis on the $y$-axis, and its middle axis on the $z$-axis. The intersection with a plane through the $z$-axis is always an ellipsis with one of its axes on the $z$-axis. For the $xz$-plane, the longer axis is on $z$, for the $yz$ plane, it is the shorter axis. By ontinuity, for some in-between plane, the axes have the same length, i.e., the ellipsis becomes a circle.