可视化,优化,商业策略:一个案例研究

D. Gresh, E. I. Kelton
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引用次数: 9

摘要

我们描述了一个可视化应用程序,用于在客户服务领域制定业务策略的操作使用。该应用程序提供的可视化功能隐式地允许用户更好地为大型优化运行制定目标函数,这些优化运行的作用是基于某些输入参数最小化成本。可视化是必要的,因为优化运行的许多输入本身就是战略业务决策,而这些决策不是预先规定的。包括信息可视化表示和三维可视化,以帮助用户更好地理解这些战略业务决策的成本/收益权衡。在这里,可视化明确地提供了不可能通过算法实现的价值,因为不同服务水平组合的感知收益没有一个先验的数学公式。因此,我们利用可视化的基本力量,将用户的直觉和模式识别技能带入解决方案,同时利用算法方法的优势,快速准确地找到定义良好的问题的最佳解决方案。
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Visualization, optimization, business strategy: a case study
We describe a visualization application intended for operational use in formulating business strategy in the customer service arena. The visualization capability provided in this application implicitly allows the user to better formulate the objective function for large optimization runs which act to minimize costs based on certain input parameters. Visualization is necessary because many of the inputs to the optimization runs are themselves strategic business decisions which are not pre-ordained. Both information visualization presentations and three-dimensional visualizations are included to help users better understand the cost/benefit tradeoffs of these strategic business decisions. Here, visualization explicitly provides value not possible algorithmically, as the perceived benefit of different combinations of service level does not have an a priori mathematical formulation. Thus, we take advantage of the fundamental power of visualization, bringing the user's intuition and pattern recognition skills into the solution, while simultaneously taking advantage of the strength of algorithmic approaches to quickly and accurately find an optimal solution to a well-defined problem.
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