Implement UOBYQA (Unconstrained Optimization BY Quadratic Approximations)

Implement the UOBYQA algorithm, which constructs a quadratic approximation of the objective function using interpolation at a set of points. It is a derivative-free method for unconstrained optimization.

For information about the mathematical background see #73.