Depth-Workload Tradeoffs for Workforce Organization

نویسندگان

  • Hoda Heidari
  • Michael Kearns
چکیده

We introduce and consider the problem of effectively organizing a population of workers of varying abilities. We assume that arriving tasks for the workforce are homogeneous, and that each is characterized by an unknown and onedimensional difficulty value x ∈ [0, 1]. Each worker i is characterized by their ability wi ∈ [0, 1], and can solve the task if and only if x ≤ wi. If a worker is unable to solve a given task it must be forwarded to a worker of greater ability. For a given set of worker abilitiesW and a distribution P over task difficulty, we are interested in the problem of designing efficient forwarding structures forW and P . We give efficient algorithms and structures that simultaneously (approximately) minimize both the maximum workload of any worker, and the number of workers that need to attempt a task. We identify broad conditions under which workloads diminish rapidly with the workforce size, yet only a constant number of workers attempt each task.

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تاریخ انتشار 2013