the steepest descent direction is -∇f(x). However, for constrained problems, moving along -∇f(x) may destroy feasibility. Rosen's method works by projecting -∇f(x) on to the hyperplane tangent to the set of active constraints. By doing so it tries to improve the objective while simultaneously maintaining feasibility
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