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Applying SIENA: An illustrative analysis of the co-evolution of adolescents’ friendship networks, taste in music, and alcohol consumption 应用SIENA:对青少年友谊网络、音乐品味和酒精消费共同进化的说明性分析
IF 3.1 3区 心理学 Q2 PSYCHOLOGY, MATHEMATICAL Pub Date : 2006-01-01 DOI: 10.1027/1614-2241.2.1.48
C. Steglich, T. Snijders, P. West
We give a non-technical introduction into recently developed methods for analyzing the co-evolution of social networks and behavior(s) of the network actors. This co-evolution is crucial for a variety of research topics that currently receive a lot of attention, such as the role of peer groups in adolescent development. A family of dynamic actor-driven models for the co-evolution process is sketched, and it is shown how the SIENA software can be used for estimating these models. We illustrate the method by analyzing the co-evolution of friendship networks, taste in music, and alcohol consumption of teenagers.
我们给出了一个非技术的介绍到最近开发的方法来分析社会网络和网络参与者的行为的共同进化。这种共同进化对于目前受到广泛关注的各种研究主题至关重要,例如同伴群体在青少年发展中的作用。概述了共同进化过程的一系列动态因素驱动模型,并展示了SIENA软件如何用于估计这些模型。我们通过分析友谊网络、音乐品味和青少年饮酒的共同进化来说明这种方法。
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引用次数: 228
Joint Correspondence Analysis (JCA) by Maximum Likelihood 最大似然联合对应分析
IF 3.1 3区 心理学 Q2 PSYCHOLOGY, MATHEMATICAL Pub Date : 2005-12-01 DOI: 10.1027/1614-1881.1.1.18
J. Vermunt, Carolyn J. Anderson
Abstract. Parameter estimation in joint correspondence analysis (JCA) is typically performed by weighted least squares using the Burt matrix as the data matrix. In this paper, we show how to estimate the JCA model by means of maximum likelihood. For that purpose, JCA is defined as a model for the full K-way distribution by generalizing the correspondence analysis model for three-way tables proposed by Choulakian (1988a, 1988b). The advantage of placing JCA in a more formal statistical framework is that standard chi-squared tests can be applied to assess the goodness-of-fit of unrestricted and restricted models.
摘要联合对应分析(JCA)中的参数估计通常采用加权最小二乘方法,以Burt矩阵作为数据矩阵。在本文中,我们展示了如何用极大似然的方法来估计JCA模型。为此,通过推广Choulakian (1988a, 1988b)提出的三向表对应分析模型,将JCA定义为全k向分布的模型。将JCA置于更正式的统计框架中的优点是,可以应用标准卡方检验来评估不受限制和受限制模型的拟合优度。
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引用次数: 13
How to Describe the Difference between Factors and Corresponding Factor-Score Estimates 如何描述因子与相应因子得分估计值之间的差异
IF 3.1 3区 心理学 Q2 PSYCHOLOGY, MATHEMATICAL Pub Date : 2005-01-01 DOI: 10.1027/1614-2241.1.4.143
A. Beauducel
Abstract. Because of factor score indeterminacy, there can be substantial shifts in the theoretical meaning of factors and their corresponding score estimates. Therefore, the original factor pattern should be compared with the regression-component loadings (Schonemann & Steiger, 1976) corresponding to the factor-score estimates in order to detect possible shifts in the theoretical meaning. Especially with large loading matrices the similarity of the original factor pattern and the regression components of the score estimates may be ascertained by means of congruency coefficients. It is shown that these congruencies contain information that is not already given by measures of factor-score indeterminacy. Two examples illustrate the use of regression-component analysis for different types of factor-score estimates. The analyses reveal that the Bartlett-score estimates are most appropriate when factor interpretation is based on the factor pattern, which is usually the case in confirmatory factor analysis.
摘要由于因子得分的不确定性,因子的理论意义及其相应的得分估计值可能会发生实质性的变化。因此,应该将原始因子模式与与因子得分估计值相对应的回归成分负荷(Schonemann & Steiger, 1976)进行比较,以检测理论意义上可能发生的变化。特别是对于大载荷矩阵,可以用同余系数来确定原始因子模式与分数估计回归分量的相似度。结果表明,这些一致性包含的信息还没有给出的措施因素得分不确定性。两个例子说明了对不同类型的因子得分估计使用回归成分分析。分析表明,当因子解释基于因子模式时,Bartlett-score估计是最合适的,而在验证性因子分析中通常是这样。
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引用次数: 14
Methodology - A European Perspective 方法论——欧洲视角
IF 3.1 3区 心理学 Q2 PSYCHOLOGY, MATHEMATICAL Pub Date : 2005-01-01 DOI: 10.1027/1614-1881.1.1.1
Manuel Ato, M. Eid
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引用次数: 4
Statistical Time to Event Analysis in the Social Sciences: Modeling Hazard Rate and Duration in Finance 社会科学中的统计事件时间分析:金融中风险率和持续时间的建模
IF 3.1 3区 心理学 Q2 PSYCHOLOGY, MATHEMATICAL Pub Date : 2005-01-01 DOI: 10.1027/1614-2241.1.3.104
V. Núñez-Antón, J. Orbe
Abstract. The relevance of statistical time to event analysis in the social sciences has proved to be of great importance in the last few years, especially in applications related to labor-market analysis, employment and/or unemployment issues, duration of strikes, and survival of new firms, and in financial applications related to the time a company spends in a given status, for example, bankruptcy. We review some of the techniques that have proved to be adequate for analyzing this type of data and the conditions they require for their proper use. In addition, we extend these techniques in order to be able to analyze specific and more complex situations by using a more general and flexible model. All of these techniques and their extensions are illustrated with an example that studies the duration of firms under bankruptcy in the United States.
摘要在过去几年中,社会科学中统计时间与事件分析的相关性已被证明是非常重要的,特别是在与劳动力市场分析、就业和/或失业问题、罢工持续时间和新公司生存相关的应用中,以及与公司在给定状态下花费的时间相关的金融应用中,例如,破产。我们回顾了一些已被证明足以分析这类数据的技术,以及正确使用这些数据所需的条件。此外,我们扩展了这些技术,以便能够通过使用更通用和灵活的模型来分析特定的和更复杂的情况。所有这些技术及其扩展都通过一个研究美国公司破产持续时间的例子加以说明。
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引用次数: 3
Comparison of the Performance of Nonparametric and Parametric MANOVA Test Statistics when Assumptions Are Violated 假设不符合时非参数和参数方差分析检验统计量性能的比较
IF 3.1 3区 心理学 Q2 PSYCHOLOGY, MATHEMATICAL Pub Date : 2005-01-01 DOI: 10.1027/1614-1881.1.1.27
Holmes W. Finch
Abstract. Multivariate analysis of variance (MANOVA) is a useful tool for social scientists because it allows for the comparison of response-variable means across multiple groups. MANOVA requires that the observations are independent, the response variables are multivariate normally distributed, and the covariance matrix of the response variables is homogeneous across groups. When the assumptions of normality and homogeneous covariance matrices are not met, past research has shown that the type I error rate of the standard MANOVA test statistics can be inflated while their power can be attenuated. The current study compares the performance of a nonparametric alternative to one of the standard parametric test statistics when these two assumptions are not met. Results show that when the assumption of homogeneous covariance matrices is not met, the nonparametric approach has a lower type I error rate and higher power than the most robust parametric statistic. When the assumption of normality is untenable, th...
摘要多元方差分析(MANOVA)对社会科学家来说是一个有用的工具,因为它允许对多个群体的反应变量均值进行比较。方差分析要求观测值是独立的,响应变量是多元正态分布的,响应变量的协方差矩阵在组间是齐次的。过去的研究表明,当正态性和齐次协方差矩阵的假设不满足时,标准方差分析检验统计量的I型错误率可能会膨胀,而其功率可能会减弱。当这两个假设不满足时,当前的研究比较了非参数替代方案与标准参数检验统计量之一的性能。结果表明,当协方差矩阵不满足齐次假设时,非参数方法比最稳健的参数统计具有更低的I型错误率和更高的功率。当正常的假设站不住脚时,……
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引用次数: 212
The Controversy over Null Hypothesis Significance Testing Revisited 零假设显著性检验之争再论
IF 3.1 3区 心理学 Q2 PSYCHOLOGY, MATHEMATICAL Pub Date : 2005-01-01 DOI: 10.1027/1614-1881.1.2.55
Nekane Balluerka, Juana Gómez, Dolores M. Hidalgo
Abstract. Null hypothesis significance testing (NHST) is one of the most widely used methods for testing hypotheses in psychological research. However, it has remained shrouded in controversy throughout the almost seventy years of its existence. The present article reviews both the main criticisms of the method as well as the alternatives which have been put forward to complement or replace it. It focuses basically on those alternatives whose use is recommended by the Task Force on Statistical Inference (TFSI) of the APA (Wilkinson and TFSI, 1999) in the interests of improving the working methods of researchers with respect to statistical analysis and data interpretation. In addition, the arguments used to reject each of the criticisms levelled against NHST are reviewed and the main problems with each of the alternatives are pointed out. It is concluded that rigorous research activity requires use of NHST in the appropriate context, the complementary use of other methods which provide information about as...
摘要零假设显著性检验(NHST)是心理学研究中应用最广泛的假设检验方法之一。然而,在其存在的近七十年中,它一直笼罩在争议之中。本文回顾了对该方法的主要批评以及为补充或取代该方法而提出的替代方案。它主要关注那些由APA的统计推断工作组(TFSI)推荐使用的替代方法(Wilkinson and TFSI, 1999),以改善研究人员在统计分析和数据解释方面的工作方法。此外,用于拒绝对NHST提出的每个批评的论据进行了审查,并指出了每个替代方案的主要问题。结论是,严谨的研究活动需要在适当的背景下使用NHST,补充使用其他方法来提供关于…
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引用次数: 64
Sufficient Sample Sizes for Multilevel Modeling 多层次建模的充足样本量
IF 3.1 3区 心理学 Q2 PSYCHOLOGY, MATHEMATICAL Pub Date : 2005-01-01 DOI: 10.1027/1614-2241.1.3.86
C. Maas, J. Hox
An important problem in multilevel modeling is what constitutes a sufficient sample size for accurate estimation. In multilevel analysis, the major restriction is often the higher-level sample size. In this paper, a simulation study is used to determine the influence of different sample sizes at the group level on the accuracy of the estimates (regression coefficients and variances) and their standard errors. In addition, the influence of other factors, such as the lowest-level sample size and different variance distributions between the levels (different intraclass correlations), is examined. The results show that only a small sample size at level two (meaning a sample of 50 or less) leads to biased estimates of the second-level standard errors. In all of the other simulated conditions the estimates of the regression coefficients, the variance components, and the standard errors are unbiased and accurate.
多层次建模中的一个重要问题是什么构成了足够的样本量来进行准确的估计。在多水平分析中,主要的限制通常是较高水平的样本量。本文采用模拟研究的方法来确定群体水平上不同样本量对估计(回归系数和方差)的准确性及其标准误差的影响。此外,还检验了其他因素的影响,如最低水平样本量和水平之间的不同方差分布(不同的类内相关性)。结果表明,只有在第二级的小样本量(意味着50或更少的样本)导致第二级标准误差的估计有偏倚。在所有其他模拟条件下,回归系数、方差成分和标准误差的估计都是无偏和准确的。
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引用次数: 3155
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Methodology: European Journal of Research Methods for The Behavioral and Social Sciences
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