Parabolic interpolation leverages the existence of a single quadratic polynomial or parabola that connects three points, similar to how two points define a line. Therefore, if there are three points that collectively include an extremum, a parabola can be fitted to these points. Then, by differentiating this parabola and setting the derivative to zero, the optimal $x$ estimate can be found. Here..
