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This paper evaluates the performance of four distinct algorithms in solving the Minimum Vertex Cover problem: Branch and Bound method algorithm, an approximate heuristic algorithm (Greedy Independent Cover) and two local search algorithms (Hill-Climbing and Simulated Annealing)