A performance guarantee is a metric that provides a bound on the effectiveness of an approximation algorithm, indicating how close the solution is to the optimal solution. It offers a way to evaluate and compare different algorithms based on their ability to produce near-optimal solutions within a certain ratio of the best possible outcome. This concept helps in understanding the trade-offs between computational efficiency and solution accuracy in various problem-solving scenarios.
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