On the use of Spearman's correlation coefficient for testing ordered alternatives

Jeff T. Terpstra; Chia-Hao Chang; Rhonda C. Magel

首页> 外文期刊>Journal of statistical computation and simulation >On the use of Spearman's correlation coefficient for testing ordered alternatives

【24h】

On the use of Spearman's correlation coefficient for testing ordered alternatives

机译：关于使用Spearman相关系数测试有序替代方案

获取原文

获取原文并翻译 | 示例

掌桥外文数据库（机构版） >>

开具论文收录证明 >>

文献代查 >>

页面导航

摘要
著录项
相似文献
相关主题

摘要

This paper proposes a nonparametric test for detecting ordered alternatives in a completely randomized design. In short, the test statistic is the sum of all possible Spearman correlation coefficients calculated across all samples simultaneously. The exact mean and variance of the null distribution are derived and it is shown that this distribution is asymptotically normal. Furthermore, a small sample simulation study which compares the proposed test to some existing tests is presented. The results of the study indicate that the proposed test is more powerful for certain combinations of sample sizes, location configurations, and population distributions. In addition, an actual data set is analysed.

机译：本文提出了一种非参数检验，用于检测完全随机设计中的有序替代方案。简而言之，检验统计量是对所有样本同时计算出的所有可能的Spearman相关系数的总和。推导出零分布的精确均值和方差，并且表明该分布是渐近正态的。此外，还提供了一个小样本模拟研究，将拟议的测试与一些现有测试进行了比较。研究结果表明，对于样本量，位置配置和人口分布的某些组合，建议的测试功能更强大。另外，分析实际数据集。

著录项

来源
《Journal of statistical computation and simulation》 |2011年第12期|p.1381-1392|共12页
作者
Jeff T. Terpstra; Chia-Hao Chang; Rhonda C. Magel;
展开▼
作者单位

Department of Statistics, Western Michigan University, Kalamazoo, MI 49008, USA;

Department of Nursing, Chang Gang Institute of Technology, Chiayi, Republic of China;

Department of Statistics, North Dakota State University, Fargo, ND 58108, USA;

展开▼
收录信息美国《科学引文索引》(SCI);
原文格式 PDF
正文语种 eng
中图分类
关键词
asymptotic distribution; jonckheere-terpstra test; ordered alternative; nonparametric test; spearman correlation; power comparisons;

机译：渐近分布jonckheere-terpstra检验;有序替代非参数检验Spearman相关功率比较;

相似文献

外文文献
中文文献
专利

1. Raiders of the Lost Correlation: A Guide on Using Pearson and Spearman Coefficients to Detect Hidden Correlations in Medical Sciences [J] . Alessandro Rovetta Cureus. . 2020,第11期

机译：失去相关性的攻略：使用Pearson和Spearman系数的指南检测医学科学中隐藏的相关性
2. Study the Correlation Coefficient Spearman Brown on Cancer Patients Depending on the Test for the Beck Depression [J] . Hassanein sadiq Salih Abakah, Dhai Abedal Hussein Maki Journal of Natural Sciences Research . 2015,第8期

机译：根据贝克抑郁症的测试研究癌症患者的相关系数Spearman Brown
3. Transforming intraclass correlation coefficients with the Spearman-Brown formula [J] . Warrens Matthijs J. Journal of Clinical Epidemiology . 2017,第期

机译：用Spearman-Brown公式转换腹部相关系数
4. Time Series Similarity Evaluation Based on Spearman's Correlation Coefficients and Distance Measures [C] . Jiaqi Ye, Chengwei Xiao, Rui Maximo Esteves, International Conference on Cloud Computing and Big Data . 2015

机译：基于Spearman相关系数和距离测度的时间序列相似性评估
5. A nonparametric test for the ordered alternative based on the sum of Spearman correlation coefficients [D] . Chang, Chia-Hao 2007

机译：基于Spearman相关系数之和的有序替代项的非参数检验
6. Determination of Spearman Correlation Coefficient (r) to Evaluate the Linear Association of Dermal Collagen and Elastic Fibers in the Perspectives of Skin Injury [O] . Naveen Kumar, Pramod Kumar, Satheesha Nayak Badagabettu, 2018

机译：从皮损角度确定皮尔曼相关系数（r）以评估皮肤胶原蛋白和弹性纤维的线性关联
7. Figure 3: (A) Constrained ordination (CAP; Resource and Fencing are the constraining factors) with vector overlays representing simple Spearman correlations between response variables and the two axes (Appendix S2). Separation of communities along Axis 1 is largely related to the impact of the Resource treatment on community structure. Thus, the extent to which a vector is parallel with Axis 1 reflects the extent of the negative (to the left) or positive (to the right) correlation of densities of that taxon with the addition of detritus. The length of each vector represents the joint correlation of the response variable with both axes of the ordination, with the circle representing a correlation of 1. Vectors shown have Spearman coefficients with CAP Axis 1 that are ≥.50 or ≤−.50. To prevent clutter on the graph, arrow heads of the vectors are not drawn. Key to abbreviations is in Fig. 1. (B) Constrained ordination (CAP) with vector overlays representing multiple correlation coefficients (analogous to univariate partial correlation coefficients). [O] . -1

机译：图3：（a）受约束的秩序（帽;资源和围栏是约束因子），其具有表示响应变量和两个轴之间的简单的Spearman相关性的载体覆盖（附录S2）。沿着轴1的群落分离在很大程度上与资源处理对群落结构的影响有关。因此，载体与轴1平行的程度反映了将该分类群的密度的负（向左）或正（右侧）相关的程度反映了碎屑。每个矢量的长度表示与序列的两个轴的响应变量的关节相关性，表示所示的圆圈的圆圈具有凸轴1的矛盾系数，≥50或≤-.50。为了防止图形上的杂乱，没有绘制向量的箭头头。缩写的键在图1中。（b）受约束的偏移（帽），其覆盖层表示多个相关系数（类似于单偏移部分相关系数）。

On the use of Spearman's correlation coefficient for testing ordered alternatives

摘要

著录项

相似文献

相关主题

期刊订阅