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Modeling by analogy: a case-based approach to automated linear program formulation

机译:类比建模:基于案例的自动化线性程序制定方法

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Developing a user-friendly modeling environment has been a focus of recent research. One technique widely used in human modeling processes but virtually unexplored in existing model management literature is the application of analogical thinking to improve the productivity of model formulation. Modeling by analogy is a process by which model builders transform modeling knowledge obtained from previous experience to build models for new problems that share significant features with the previously formulated ones. It overcomes certain human cognitive limitations and reduces the need for repetitive trials. The author examines the process of modeling by analogy, explores how this approach can be applied to the formulation of linear programs, and discusses issues involved in supporting modeling by analogy.
机译:开发用户友好的建模环境一直是最近研究的重点。在人类建模过程中广泛使用的一种技术,但是在现有的模型管理文献中却几乎未曾研究过,该技术是类比思维的应用,以提高模型制定的生产率。类比建模是一个过程,通过该过程,模型构建者可以转换从先前的经验中获得的建模知识,从而为与先前制定的模型具有重要特征的新问题构建模型。它克服了某些人类的认知限制,并减少了重复试验的需要。作者研究了类比建模的过程,探讨了如何将该方法应用于线性程序的制定,并讨论了类比支持建模所涉及的问题。

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