Introduction to nonlinear optimization : theory, algorithms, and applications with MATLAB /
Beck, Amir,author.
Includes bibliographical references and index.
Mathematical preliminaries -- Optimality conditions for unconstrained optimization -- Least squares -- The gradient method -- Newton's method -- Convex sets -- Convex functions -- Convex optimization -- Optimization over a convex set -- Optimality conditions for linearly constrained problems -- The KKT conditions -- Duality.
MATLAB.
Mathematical optimization.
Nonlinear theories.