The Median Maintenance Problem

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Problem

Give a sequence of numbers x1, x2, .... xn, report at each step the median number of numbers seen so far.

Discussion

The problem can be resolved by repeatedly solving the selection problemon the set of numbers seen so far, but the selection problem has a running time of O(n), so repeating the selection algorithm for each number will have a running time of O(n2). The median maintenance problem is a canonical use case for a heap.