Suppose we have an equation of an ellipse: $$\frac{x^2}{a^2} + \frac{y^2}{b^2} = c. $$
My question is where are the points situated on the ellipse at maximal distance from its center? I imagine this points are either on the major axis or on the principal axes. Is this answer correct? How should I prove it?
Edit: I would like to have a solution without Lagrange multipliers (only geometry / linear algebra techniques).

This can be done entirely algebraically.
Assume that $c>0$ and that $|a| < |b|$. Then $b^2 - a^2 > 0$. Now
$$\dfrac{x^2}{a^2} + \dfrac{y^2}{b^2} ~=~ \dfrac{1}{b^2} (x^2+y^2) + \dfrac{b^2-a^2}{a^2b^2} x^2 ~=~ c$$
and so
$$x^2+y^2 = b^2 \left( c - \dfrac{b^2-a^2}{a^2b^2} x^2 \right)$$
Thus we must have $x^2+y^2 \le b^2c$. This upper bound is achieved precisely when $x=0$, in which case $y = \pm b \sqrt{c}$. So the points $(0,b\sqrt{c})$ and $(0,-b\sqrt{c})$ are furthest from the origin.
Likewise, if $|b| < |a|$ then the points $(a\sqrt{c}, 0)$ and $(-a\sqrt{c}, 0)$ are furthest from the origin.
So indeed, the points on the ellipse furthest to the origin are those on its major axis.