The first part of this research concern's with modifying Wolfe's method to solve a multi-objective quadratic programming problem using Chandra Sen. approach with different averages. The second part of this research concern's with an improved cutting plane algorithm designed for solving extreme points quadratic programming problem. The last part contains the discussion and critical remarks based on our experience of working with the improved algorithms implemented in this thesis; and some future works.