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No, they are prone to get stuck in local maxima, unless the whole search space is investigated. A simple algorithm will only ever move upwards; if you imagine you're in a mountain range, this will not get you very far, as you will need to go down before going up higher. You can see that going down a bit will have a net benefit, but the search algorithm will ...

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