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A Multidimensional Technique for Measuring Consensus Within Groups via Conditional Probability.

机译:一种通过条件概率测量组内共识的多维技术。

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摘要

A recent increase in the use of the term "consensus" in various elds has led researchers to develop various ways to measure the consensus within and across groups depending on the areas. Numerous studies use the mean or the variance alone as a measure of consensus, or lack of consensus. Most of the time, high variance is viewed as more disagreement in a group. Using the variance as a measure of disagreement is meaningful in an exact comparison cases (same group, same mean). However, it could be meaningless when it is used to compare groups that have dierent sizes, or if the mean is dierent. In this thesis, we establish the fact that the range of the variance is a function of the mean, we present a new index of disagreement , &phis; , and measure of consensus, psi = 1 -- &phis;, that depend on both, the mean and the variance, by utilizing the conditional distribution of the variance for a given mean. Initially, this new index is developed for comparison of data collected using a Likert scale of size 5. This new measure is compared with the results of two other known measures, to show that in some cases they agree, but in other cases, the new measure provides additional information. Next, to facilitate generalization, a new algorithmic method to determine the index using a geometric approach is presented. The geometric approach makes it easier to compute the measure of consensus and provides the foundational ideas for generalizing the measure to Likert scales for any n. Finally, a multidimensional computational technique was developed to provided the nal step of generalization to Likert scales of any n..
机译:最近在各个领域中使用“共识”一词的增加促使研究人员开发出各种方法来测量不同地区之间以及不同群体之间的共识。许多研究仅使用均值或方差作为达成共识或缺乏共识的度量。在大多数情况下,高方差被视为群体中的分歧更大。在精确的比较案例(同一组,相同的均值)中,使用方差作为对分歧的度量是有意义的。但是,当将其用于比较具有不同规模的组或均值是不同时,这可能毫无意义。在本文中,我们建立了这样一个事实,即方差的范围是平均值的函数,我们提出了一个新的分歧指数,即,以及通过使用给定均值的方差的条件分布,均值和方差均取决于psi的度量psi = 1-&phis;。最初,开发此新索引是为了比较使用5号李克特量表收集的数据。将该新指标与其他两个已知指标的结果进行比较,以表明在某些情况下它们是一致的,但在其他情况下,是新的。措施提供了更多信息。接下来,为便于概括,提出了一种使用几何方法确定索引的新算法。几何方法使计算一致性的度量变得更容易,并为将度量推广到任意n的李克特量表提供了基本思路。最后,开发了多维计算技术以提供推广到任意n的李克特量表的最后一步。

著录项

  • 作者

    Al-Rahem, Mushtaq K. Abd.;

  • 作者单位

    West Virginia University.;

  • 授予单位 West Virginia University.;
  • 学科 Mathematics.;Applied mathematics.
  • 学位 Ph.D.
  • 年度 2017
  • 页码 91 p.
  • 总页数 91
  • 原文格式 PDF
  • 正文语种 eng
  • 中图分类
  • 关键词

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