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首页> 外文期刊>Asia-Pacific Journal of Operational Research >A GOAL PROGRAMMING APPROACH TO FUZZY LINEAR REGRESSION WITH NON-FUZZY INPUT AND FUZZY OUTPUT DATA
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A GOAL PROGRAMMING APPROACH TO FUZZY LINEAR REGRESSION WITH NON-FUZZY INPUT AND FUZZY OUTPUT DATA

机译:具有非模糊输入和模糊输出数据的模糊线性回归的目标规划方法

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摘要

Many researches have been carried out in fuzzy linear regression since the past three decades. In this paper, a fuzzy linear regression model based on goal programming is proposed. The proposed model takes into account the centers of fuzzy data as an important feature as well as their spreads. Furthermore, the model can deal with both symmetric and non-symmetric data. To show the efficiency of proposed model, it is compared with some earlier methods based on simulation studies and numerical examples. Moreover, the sensitivity of the model to outliers is discussed.
机译:自过去的三十年以来,已经在模糊线性回归中进行了许多研究。提出了一种基于目标规划的模糊线性回归模型。所提出的模型考虑了模糊数据的中心作为其重要特征及其分布。此外,该模型可以处理对称和非对称数据。为了显示所提出模型的效率,将其与一些基于仿真研究和数值示例的早期方法进行了比较。此外,讨论了模型对异常值的敏感性。

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