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Discordancy Tests for Outlier Detection in Multi-Item Questionnaires 多项目问卷离群值检测的不一致性检验
IF 3.1 3区 心理学 Q2 PSYCHOLOGY, MATHEMATICAL Pub Date : 2013-01-01 DOI: 10.1027/1614-2241/A000056
W. Zijlstra, L. V. D. Ark, K. Sijtsma
The sensitivity and the specificity of four outlier scores were studied for four different discordancy tests. The outlier scores were the Mahalanobis distance, a robust version of the Mahalanobis distance, and two measures tailored to discrete data, known as O+ and G+. The discordancy tests were Tukey’s fences (a.k.a. boxplot). Tukey’s fences with adjustment for skewness (adjusted boxplot), the generalized extreme studentized deviate (ESD), and the transformed ESD (ESD-T). Outlier scores O+ and G+ performed better than the Mahalanobis distance and its robust version. Discordancy tests ESD-T and adjusted boxplot were advocated for high specificity and ESD for high sensitivity.
研究了四种不同的不一致性测试中四种异常值评分的敏感性和特异性。异常值得分是马氏距离,这是马氏距离的一个稳健版本,以及为离散数据量身定制的两个指标,即O+和G+。不一致性测试是Tukey的栅栏(又名箱线图)。Tukey’s栅栏具有调整偏度(调整箱线图)、广义极端学生化偏差(ESD)和转换ESD (ESD- t)。异常值得分0 +和G+比马氏距离及其稳健版本表现得更好。不一致性检测建议采用ESD- t和调整箱线图,特异性高,灵敏度高。
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引用次数: 11
Methodological Advances for Detecting Physiological Synchrony During Dyadic Interactions 在二元相互作用中检测生理同步的方法学进展
IF 3.1 3区 心理学 Q2 PSYCHOLOGY, MATHEMATICAL Pub Date : 2013-01-01 DOI: 10.1027/1614-2241/A000053
M. McAssey, J. Helm, F. Hsieh, D. Sbarra, E. Ferrer
A defining feature of many physiological systems is their synchrony and reciprocal influence. An important challenge, however, is how to measure such features. This paper presents two new approaches for identifying synchrony between the physiological signals of individuals in dyads. The approaches are adaptations of two recently-developed techniques, depending on the nature of the physiological time series. For respiration and thoracic impedance, signals that are measured continuously, we use Empirical Mode Decomposition to extract the low-frequency components of a nonstationary signal, which carry the signal’s trend. We then compute the maximum cross-correlation between the trends of two signals within consecutive overlapping time windows of fixed width throughout each of a number of experimental tasks, and identify the proportion of large values of this measure occurring during each task. For heart rate, which is output discretely, we use a structural linear model that takes into account heteroscedastic...
许多生理系统的一个决定性特征是它们的同步性和相互影响。然而,一个重要的挑战是如何衡量这些特征。本文提出了两种识别双体个体生理信号同步性的新方法。根据生理时间序列的性质,这些方法是最近开发的两种技术的改编。对于连续测量的呼吸和胸阻抗信号,我们使用经验模态分解来提取非平稳信号的低频分量,这些分量携带信号的趋势。然后,我们计算在多个实验任务中固定宽度的连续重叠时间窗内两个信号趋势之间的最大相互关系,并确定在每个任务中出现该度量的大值的比例。对于离散输出的心率,我们使用考虑异方差的结构线性模型。
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引用次数: 46
Skewness and Kurtosis in Real Data Samples 真实数据样本中的偏度和峰度
IF 3.1 3区 心理学 Q2 PSYCHOLOGY, MATHEMATICAL Pub Date : 2013-01-01 DOI: 10.1027/1614-2241/A000057
M. Blanca, J. Arnau, Dolores López-Montiel, Roser Bono, R. Bendayan
Parametric statistics are based on the assumption of normality. Recent findings suggest that Type I error and power can be adversely affected when data are non-normal. This paper aims to assess the distributional shape of real data by examining the values of the third and fourth central moments as a measurement of skewness and kurtosis in small samples. The analysis concerned 693 distributions with a sample size ranging from 10 to 30. Measures of cognitive ability and of other psychological variables were included. The results showed that skewness ranged between −2.49 and 2.33. The values of kurtosis ranged between −1.92 and 7.41. Considering skewness and kurtosis together the results indicated that only 5.5% of distributions were close to expected values under normality. Although extreme contamination does not seem to be very frequent, the findings are consistent with previous research suggesting that normality is not the rule with real data.
参数统计基于正态性假设。最近的研究结果表明,当数据不正常时,I型错误和功率会受到不利影响。本文旨在通过检查第三和第四个中心矩作为小样本中偏度和峰度的测量值来评估真实数据的分布形状。分析涉及693个分布,样本量从10到30不等。包括认知能力和其他心理变量的测量。结果表明,偏度在−2.49 ~ 2.33之间。峰度的取值范围为- 1.92 ~ 7.41。同时考虑偏度和峰度,结果表明,在正态下,只有5.5%的分布接近期望值。尽管极端污染似乎并不经常发生,但研究结果与之前的研究一致,即真实数据并非常态。
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引用次数: 305
A General Linear Framework for Modeling Continuous Responses With Error in Persons and Items 带误差的人与物连续响应建模的一般线性框架
IF 3.1 3区 心理学 Q2 PSYCHOLOGY, MATHEMATICAL Pub Date : 2013-01-01 DOI: 10.1027/1614-2241/A000060
P. J. Ferrando
This study develops a general linear model intended for personality and attitude items with (approximately) continuous responses that is based on a double source of measurement error: items and persons. Two restricted sub-models are then obtained from the general model by placing restrictions on the item and person parameters. And it follows that the standard unidimensional factor-analytic model is one of these sub-models. Procedures for (a) calibrating the items, (b) obtaining individual estimates of location and fluctuation, (c) assessing model-data fit, and (d) assessing measurement precision are discussed for all the models considered, and illustrated with two empirical examples in the personality domain.
本研究开发了一个通用的线性模型,用于具有(近似)连续反应的人格和态度项目,该模型基于测量误差的双重来源:项目和人。然后,通过对项目和人员参数施加限制,从一般模型获得两个受限制的子模型。由此可见,标准的一维因子解析模型就是这些子模型之一。讨论了所考虑的所有模型的(a)校准项目、(b)获得对位置和波动的个人估计、(c)评估模型数据拟合和(d)评估测量精度的程序,并用个性领域的两个经验例子加以说明。
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引用次数: 7
The Cognitive Interviewing Reporting Framework (CIRF): towards the harmonization of cognitive testing reports. 认知访谈报告框架(CIRF):迈向认知测试报告的统一。
IF 3.1 3区 心理学 Q2 PSYCHOLOGY, MATHEMATICAL Pub Date : 2013-01-01 DOI: 10.1027/1614-2241/A000075
H. Boeije, Gordon B. Willis
Cognitive interviewing is an important qualitative tool for the testing, development, and evaluation of survey questionnaires. Despite the widespread adoption of cognitive testing, there remain large variations in the manner in which specific procedures are implemented, and it is not clear from reports and publications that have utilized cognitive interviewing exactly what procedures have been used, as critical details are often missing. Especially for establishing the effectiveness of procedural variants, it is essential that cognitive interviewing reports contain a comprehensive description of the methods used. One approach to working toward more complete reporting would be to develop and adhere to a common framework for reporting these results. In this article we introduce the Cognitive Interviewing Reporting Framework (CIRF), which applies a checklist approach, and which is based on several existing checklists for reviewing and reporting qualitative research. We propose that researchers apply the CIRF in order to test its usability and to suggest potential adjustments. Over the longer term, the CIRF can be evaluated with respect to its utility in improving the quality of cognitive interviewing reports.
认知访谈是一种重要的定性工具,用于测试、开发和评估调查问卷。尽管认知测试被广泛采用,但具体程序的实施方式仍存在很大差异,而且从使用认知访谈的报告和出版物中并不清楚究竟使用了什么程序,因为关键细节往往缺失。特别是为了建立程序变量的有效性,认知访谈报告必须包含所使用方法的全面描述。实现更完整报告的一种方法是制定并坚持一个报告这些结果的共同框架。在本文中,我们介绍了认知访谈报告框架(CIRF),它应用清单方法,并基于几个现有的审查和报告定性研究的清单。我们建议研究人员应用CIRF来测试其可用性并提出潜在的调整建议。从长远来看,CIRF在提高认知访谈报告质量方面的效用可以得到评估。
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引用次数: 82
Reflections on the Cognitive Interviewing Reporting Framework: Efficacy, expectations, and promise for the future. 对认知访谈报告框架的反思:效能、期望和对未来的承诺。
IF 3.1 3区 心理学 Q2 PSYCHOLOGY, MATHEMATICAL Pub Date : 2013-01-01 DOI: 10.1027/1614-2241/A000074
Gordon B. Willis, H. Boeije
Based on the experiences of three research groups using and evaluating the Cognitive Interviewing Reporting Framework (CIRF), we draw conclusions about the utility of the CIRF as a guide to creating cognitive testing reports. Authors generally found the CIRF checklist to be usable, and that it led to a more complete description of key steps involved. However, despite the explicit direction by the CIRF to include a full explanation of major steps and features (e.g., research objectives and research design), the three cognitive testing reports tended to simply state what was done, without further justification. Authors varied in their judgments concerning whether the CIRF requires the appropriate level of detail. Overall, we believe that current cognitive interviewing practice will benefit from including, within cognitive testing reports, the 10 categories of information specified by the CIRF. Future use of the CIRF may serve to direct the overall research project from the start, and to further the goal of ...
基于三个研究小组使用和评估认知访谈报告框架(CIRF)的经验,我们得出了CIRF作为创建认知测试报告指南的效用的结论。作者通常发现CIRF检查表是可用的,并且它导致了对所涉及的关键步骤的更完整的描述。然而,尽管CIRF明确指示包括主要步骤和特征的完整解释(例如,研究目标和研究设计),三份认知测试报告倾向于简单地陈述所做的事情,没有进一步的理由。作者对CIRF是否需要适当程度的细节有不同的判断。总的来说,我们认为当前的认知访谈实践将受益于在认知测试报告中包括CIRF指定的10类信息。未来使用CIRF可以从一开始就指导整个研究项目,并进一步实现…
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引用次数: 11
Analyzing observed composite differences across groups: Is partial measurement invariance enough? 分析观察到的组间综合差异:部分测量不变性是否足够?
IF 3.1 3区 心理学 Q2 PSYCHOLOGY, MATHEMATICAL Pub Date : 2013-01-01 DOI: 10.1027/1614-2241/A000049
Holger Steinmetz
Although the use of structural equation modeling has increased during the last decades, the typical procedure to investigate mean differences across groups is still to create an observed composite score from several indicators and to compare the composite’s mean across the groups. Whereas the structural equation modeling literature has emphasized that a comparison of latent means presupposes equal factor loadings and indicator intercepts for most of the indicators (i.e., partial invariance), it is still unknown if partial invariance is sufficient when relying on observed composites. This Monte-Carlo study investigated whether one or two unequal factor loadings and indicator intercepts in a composite can lead to wrong conclusions regarding latent mean differences. Results show that unequal indicator intercepts substantially affect the composite mean difference and the probability of a significant composite difference. In contrast, unequal factor loadings demonstrate only small effects. It is concluded that...
虽然结构方程模型的使用在过去几十年中有所增加,但调查组间平均差异的典型程序仍然是从几个指标中创建观察到的综合得分,并比较组间综合得分的平均值。尽管结构方程建模文献强调,潜在均值的比较以大多数指标(即部分不变性)的因子载荷和指标截距相等为前提,但依赖于观察到的复合材料时,部分不变性是否足够仍然未知。这项蒙特卡罗研究调查了一个或两个不相等的因素负荷和指标截点是否会导致关于潜在均值差异的错误结论。结果表明,不相等的指标截距极大地影响了综合平均差和显著综合差的概率。相反,不相等的因子负荷只显示出很小的影响。结论是……
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引用次数: 228
Non-Graphical Solutions for Cattell’s Scree Test Cattell的屏幕测试的非图形解决方案
IF 3.1 3区 心理学 Q2 PSYCHOLOGY, MATHEMATICAL Pub Date : 2013-01-01 DOI: 10.1027/1614-2241/A000051
Gilles Raîche, Theodore A. Walls, D. Magis, Martin Riopel, J. Blais
Most of the strategies that have been proposed to determine the number of components that account for the most variation in a principal components analysis of a correlation matrix rely on the analysis of the eigenvalues and on numerical solutions. The Cattell's scree test is a graphical strategy with a nonnumerical solution to determine the number of components to retain. Like Kaiser's rule, this test is one of the most frequently used strategies for determining the number of components to retain. However, the graphical nature of the scree test does not definitively establish the number of components to retain. To circumvent this issue, some numerical solutions are proposed, one in the spirit of Cattell's work and dealing with the scree part of the eigenvalues plot, and one focusing on the elbow part of this plot. A simulation study compares the efficiency of these solutions to those of other previously proposed methods. Extensions to factor analysis are possible and may be particularly useful with many low-dimensional components. Several strategies have been proposed to determine the num- ber of components that account for the most variation in a principal components analysis of a correlation matrix. Most of these rely on the analysis of the eigenvalues of the corre- lation matrix and on numerical solutions. For example, Kaiser's eigenvalue greater than one rule (Guttman, 1954; Kaiser, 1960), parallel analysis (Buja & Eyuboglu, 1992; Horn, 1965; Hoyle & Duvall, 2004), or hypothesis signifi- cance tests, like Bartlett's test (1950), make use of numerical criteria for comparison or statistical significance criteria. Independently of these numerical solutions, Cattell (1966) proposed the scree test, a graphical strategy to determine the number of components to retain. Along with the Kaiser's rule, the scree test is probably the most used strategy and it is included in almost all statistical software dealing with principal components analysis. Unfortunately, it is generally recognized that the graphical nature of the Cattell's scree test does not enable clear decision-making about the number of components to retain. The previously proposed non-graphical solutions for
在相关矩阵的主成分分析中,大多数被提出的策略都依赖于特征值和数值解的分析,以确定占最大变化的成分的数量。卡特尔的屏幕测试是一种图形策略,具有非数值解决方案,以确定要保留的组件数量。就像Kaiser的规则一样,这个测试是决定要保留的组件数量的最常用策略之一。然而,屏幕测试的图形性质并不能确定要保留的组件数量。为了避免这个问题,提出了一些数值解,一个是在卡特尔的工作精神,处理特征值图的屏幕部分,另一个是关注这个图的肘部部分。仿真研究将这些解决方案的效率与其他先前提出的方法进行了比较。因子分析的扩展是可能的,并且可能对许多低维组件特别有用。已经提出了几种策略来确定在相关矩阵的主成分分析中占最大变化的成分数。这些方法大多依赖于相关矩阵特征值的分析和数值解。例如,Kaiser的特征值大于一个规则(Guttman, 1954;Kaiser, 1960),平行分析(Buja & Eyuboglu, 1992;角,1965;Hoyle & Duvall, 2004)或假设显著性检验,如Bartlett检验(1950),使用数值标准进行比较或统计显著性标准。独立于这些数值解决方案,卡特尔(1966)提出了屏幕测试,一种图形策略,以确定要保留的组件数量。与Kaiser规则一样,屏幕测试可能是最常用的策略,它包含在几乎所有处理主成分分析的统计软件中。不幸的是,人们普遍认为,卡特尔的屏幕测试的图形性质并不能明确地决定要保留的组件数量。的非图形化解决方案
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引用次数: 280
The Survey Field Needs a Framework for the Systematic Reporting of Questionnaire Development and Pretesting 调查领域需要一个系统报告问卷开发和预测的框架
IF 3.1 3区 心理学 Q2 PSYCHOLOGY, MATHEMATICAL Pub Date : 2013-01-01 DOI: 10.1027/1614-2241/A000070
Gordon B. Willis, H. Boeije
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引用次数: 4
An Improved Model for Evaluating Change in Randomized Pretest, Posttest, Follow-Up Designs 评价随机前测、后测、随访设计变化的改进模型
IF 3.1 3区 心理学 Q2 PSYCHOLOGY, MATHEMATICAL Pub Date : 2012-01-01 DOI: 10.1027/1614-2241/A000041
C. Mara, R. Cribbie, D. Flora, Cathy Labrish, Laura Mills, L. Fiksenbaum
Randomized pretest, posttest, follow-up (RPPF) designs are often used for evaluating the effectiveness of an intervention. These designs typically address two primary research questions: (1) Do the treatment and control groups differ in the amount of change from pretest to posttest? and (2) Do the treatment and control groups differ in the amount of change from posttest to follow-up? This study presents a model for answering these questions and compares it to recently proposed models for analyzing RPPF designs due to Mun, von Eye, and White (2009) using Monte Carlo simulation. The proposed model provides increased power over previous models for evaluating group differences in RPPF designs.
随机前测、后测、随访(RPPF)设计常用于评估干预措施的有效性。这些设计通常解决两个主要的研究问题:(1)治疗组和对照组在测试前和测试后的变化量上是否不同?(2)治疗组和对照组从测试后到随访的变化量是否不同?本研究提出了一个模型来回答这些问题,并将其与最近提出的模型进行比较,该模型用于分析Mun, von Eye和White(2009)使用蒙特卡罗模拟的RPPF设计。所提出的模型在评估RPPF设计的组差异方面提供了比以前的模型更大的能力。
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引用次数: 11
期刊
Methodology: European Journal of Research Methods for The Behavioral and Social Sciences
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