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METHOD OF QUADRATIC INTERPOLATION
people.math.sc.eduInterpolation methods are a common approach to the more general area of line search for optimization. In the case of quadratic inter-polation, the function’s critical value is bracketed, and a quadratic interpolant is tted to the arc contained in the interval. Then, the interpolant is minimized, and the new interval is determined based on
Line Search Methods for Unconstrained Optimisation
people.maths.ox.ac.ukGeneric Line Search Method: 1. Pick an initial iterate x0 by educated guess, set k = 0. 2. Until xk has converged, i) Calculate a search direction pk from xk, ensuring that this direction is a descent direction, that is, [gk]Tpk < 0 if gk 6= 0 , so that for small enough steps away from xk in the direction pk the objective function will be reduced.