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New AHP-based approaches for multi-criteria inventory classification

机译:基于AHP的多标准库存分类新方法

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摘要

Multi-Criteria Inventory Classification (MCIC) groups inventory items with respect to several criteria, in order to facilitate their management This paper introduces a new hybrid method based on AHP and the K-means algorithm. On benchmarking data, it provides a clearly higher clustering validity index than previous sorting methods. However, as with previous methods, it is a full compensatory method. This means that an item scoring badly on one or more key criteria may still be placed in the best class because these bad scores are compensated. In order to prevent these hidden bad scores, a new variant method is introduced: AHP-K-Veto. The sorting is performed on each single criterion, where a veto system prevents an item evaluated as high/bad on at least one criterion to be top/bottom ranked in the global aggregation. This veto system is an assurance against hidden problems but slightly worsens the clustering validity index.
机译:多标准库存分类(MCIC)根据几个标准对库存物料进行分组,以便于对其进行管理。本文介绍了一种基于AHP和K-means算法的新混合方法。在基准数据上,它提供了比以前的排序方法明显更高的聚类有效性指数。但是,与以前的方法一样,它是一种完整的补偿方法。这意味着在一个或多个关键条件下评分不佳的项目可能仍会被归为最佳类别,因为这些不良评分会得到补偿。为了防止这些隐藏的不良分数,引入了一种新的变体方法:AHP-K-Veto。在每个单一标准上执行排序,其中否决权制度阻止根据至少一个标准被评估为高/不良的项目在全局汇总中排名最高/最低。这种否决权制度是对隐藏问题的保证,但会稍微降低聚类有效性指数。

著录项

  • 来源
    《International journal of production economics》 |2014年第10期|62-74|共13页
  • 作者单位

    Department of Engineering Sciences and Methods, University of Modena and Reggio Emilia, Via Amendola 2 - Padiglione Morselli, 42100 Reggio Emilia, Italy;

    Portsmouth Business School, University of Portsmouth, Portland Street - Richmond Building, Portsmouth PO1 3DE, UK;

    Department of Engineering Sciences and Methods, University of Modena and Reggio Emilia, Via Amendola 2 - Padiglione Morselli, 42100 Reggio Emilia, Italy;

  • 收录信息
  • 原文格式 PDF
  • 正文语种 eng
  • 中图分类
  • 关键词

    Multiple criteria analysis; Assignment; Inventory; AHP; K-Means;

    机译:多标准分析;分配;库存;层次分析法;K均值;

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