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6 votes
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MaxHeap-like data structure supporting max AND min, also decrease-key (yes decrease-key)

For the max stuff I'd use a heap, for the min a simple variable (to be potentially updated when the decrease operation lets the previous maximum fall all the way to the bottom of the heap). …
Stefan Pochmann's user avatar