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Simplified Maximum Diversity Problem
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simplifieddiversitymaximumproblem
Problem
The Maximum Diversity Problem calls for choosing $m$ items from a list of $n$ items, such that the diversity defined as some metric distance between items is maximized.
I have a simpler problem, which I was hoping I could solve in a simpler manner. In my case I have a list of $n$ items each with a certain non-unique key. I want to chose $m$ items from my list so that the maximal number of items per key is minimized.
e.g., if my list is:
and we must choose $m=3$ items, an optimal solution would be a list containing one item for each key.
Is there an algorithm for doing this that is simpler than those for the Maximum Diversity Problem?
I have a simpler problem, which I was hoping I could solve in a simpler manner. In my case I have a list of $n$ items each with a certain non-unique key. I want to chose $m$ items from my list so that the maximal number of items per key is minimized.
e.g., if my list is:
('a', 5), ('b', 4), ('c', 2), ('a', 6), ('b', 5)and we must choose $m=3$ items, an optimal solution would be a list containing one item for each key.
Is there an algorithm for doing this that is simpler than those for the Maximum Diversity Problem?
Solution
The following algorithm should work.
The algorithm proceeds in several rounds. At each round, let $m'$ be the number of remaining items to take. Take one item per key, up to $m'$ items, and remove these items. If we took $m'$ items, the algorithm terminates. Otherwise, continue to the next round.
We leave the correctness proof (or a counterexample) to the reader.
The algorithm proceeds in several rounds. At each round, let $m'$ be the number of remaining items to take. Take one item per key, up to $m'$ items, and remove these items. If we took $m'$ items, the algorithm terminates. Otherwise, continue to the next round.
We leave the correctness proof (or a counterexample) to the reader.
Context
StackExchange Computer Science Q#62560, answer score: 3
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