Clustering Algorithm for Paper Boys

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后悔当初
后悔当初 2021-01-30 01:32

I need help selecting or creating a clustering algorithm according to certain criteria.

Imagine you are managing newspaper delivery persons.

  • You have a set
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  •  鱼传尺愫
    2021-01-30 02:31

    Have you thought about using an economic/market based solution? Divide the set up by an arbitrary (but constant to avoid randomness effects) split into even subsets (as determined by the number of delivery persons).

    Assign a cost function to each point by how much it adds to the graph, and give each extra point an economic value.

    Iterate allowing each person in turn to auction their worst point, and give each person a maximum budget.

    This probably matches fairly well how the delivery people would think in real life, as people will find swaps, or will say "my life would be so much easier if I didn't do this one or two. It is also pretty flexible (for example, would allow one point miles away from any others to be given a premium fairly easily).

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