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FUZZY INTEGER-VALUED DATA ENVELOPMENT ANALYSIS

机译:模糊整数值数据包络分析

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摘要

In conventional data envelopment analysis (DEA) models, the efficiency of decision making units (DMUs) is evaluated while data are precise and continuous. Nevertheless, there are occasions in the real world that the performance of DMUs must be calculated in the presence of vague and integer-valued measures. Therefore, the current paper proposes fuzzy integer-valued data envelopment analysis (FIDEA) models to determine the efficiency of DMUs when fuzzy and integer-valued inputs and/or outputs might exist. To illustrate, fuzzy number ranking and graded mean integration representation methods are used to solve some integer-valued data envelopment analysis models in the presence of fuzzy inputs and outputs. Two examples are utilized to illustrate and clarify the proposed approaches. In the provided examples, two cases are discussed. In the first case, all data are as fuzzy and integer-valued measures while in the second case a subset of data is fuzzy and integer-valued. The results of the proposed models indicate that the efficiency scores are calculated correctly and the projections of fuzzy and integer factors are determined as integer values, while this issue has not been discussed in fuzzy DEA, and projections may be estimated as real-valued data.
机译:在常规数据包络分析(DEA)模型中,当数据精确且连续时,评估决策单元(DMU)的效率。但是,在现实世界中,有时必须在存在模糊和整数值的度量的情况下计算DMU的性能。因此,当前论文提出了模糊整数值数据包络分析(FIDEA)模型,以在可能存在模糊和整数值输入和/或输出时确定DMU的效率。为了说明这一点,在存在模糊输入和输出的情况下,使用模糊数排名和分级均值积分表示方法来求解某些整数值数据包络分析模型。利用两个示例来说明和阐明建议的方法。在提供的示例中,讨论了两种情况。在第一种情况下,所有数据都是模糊和整数值的度量,而在第二种情况下,数据的子集是模糊和整数值的。提出的模型的结果表明,正确计算了效率得分,并将模糊和整数因子的投影确定为整数值,而在模糊DEA中尚未讨论此问题,并且可以将投影估计为实值数据。

著录项

  • 来源
    《RAIRO Operation Research》 |2018年第5期|1429-1444|共16页
  • 作者单位

    Department of Mathematics, Lahijan Branch, Islamic Azad University;

    Department of Applied Mathematics, Rasht Branch, Islamic Azad University;

    Department of Mathematics, Lahijan Branch, Islamic Azad University;

  • 收录信息 美国《科学引文索引》(SCI);美国《工程索引》(EI);
  • 原文格式 PDF
  • 正文语种 eng
  • 中图分类
  • 关键词

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