在确认性因子分析中,因子负载的标志是任意的吗? 问题与解决方案 问题与解决方案
Dandan Tang1, Steven M Boker1, Xin Tong1
1University of Virginia.
概括
社会科学中的复制危机部分是由于分析工具,如确认因素分析 (CFA) 的问题. 本研究解决了CFA中不准确的因素负载标志估计,并提出了有效的解决方案.
科学领域:
- 社会和行为科学 社会和行为科学
- 心理测量 心理测量 心理测量
- 统计建模 统计建模
背景情况:
- 社会和行为科学中的复制危机凸显了对研究可靠性和有效性的担忧.
- 现有的研究往往忽略了导致这场危机的分析工具问题.
- 确认因素分析 (CFA) 是一个广泛使用的工具,其中因素负载标志估计是一个关键的,但往往被忽视的方面.
研究的目的:
- 研究在确认因素分析 (CFA) 模型中准确估计因子负载信号的问题.
- 确定当前估计这些关键标志的方法的缺点.
- 为准确的负载因子标志估计提出和验证有效的解决方案.
主要方法:
- 对因子负载符号估计问题的实证证明.
- 蒙特卡洛模拟研究严格评估估计准确性.
- 开发和测试新的解决方案,以改善标志估计.
主要成果:
- 目前用于估计CFA中的因子负载标志的方法存在重大缺点.
- 错误的因子加载标志可以大大扭曲观察到的变量和潜伏因子之间的关系.
- 经验证明,这三个建议的解决方案在解决估计问题方面是有效的.
结论:
- 准确估计因素负载标志对于CFA中可靠和有效的结果至关重要.
- 提出的解决方案提供了实用和有效的手段,以提高因子负载标志估计的准确性.
- 解决这个分析问题可以有助于提高社会和行为研究的整体严谨性和可复制性.
相关概念视频
Factorial Design
13.0K
Factorial Analysis is an experimental design that applies Analysis of Variance (ANOVA) statistical procedures to examine a change in a dependent variable due to more than one independent variable, also known as factors. Changes in worker productivity can be reasoned, for example, to be influenced by salary and other conditions, such as skill level. One way to test this hypothesis is by categorizing salary into three levels (low, moderate, and high) and skills sets into two levels (entry level...
13.0K
Internal Loadings in Structural Members: Problem Solving
1.2K
When designing or analyzing a structural member, it is important to consider the internal loadings developed within the member. These internal loadings include normal force, shear force, and bending moment. Engineers can ensure that the structural member can support the applied external forces by calculating these internal loadings.
To illustrate this, let's consider a beam OC of 5 kN, inclined at an angle of 53.13° with the horizontal and supported at both ends. Determine the internal...
To illustrate this, let's consider a beam OC of 5 kN, inclined at an angle of 53.13° with the horizontal and supported at both ends. Determine the internal...
1.2K
Design Consideration
177
Designing a structure involves a series of considerations, primarily the material's ultimate strength, calculated through tests that measure changes under increased force until the material reaches its breaking point or limit. The ultimate load, where the material breaks, is divided by its original cross-sectional area, resulting in the ultimate normal stress or strength. The ultimate shearing stress is another significant factor taken into account.
The factor of safety is another key...
The factor of safety is another key...
177
Compacting Factor test
103
The compacting factor test is a method used to assess the workability of concrete. It is especially suitable for concrete mixes containing aggregates up to one and a half inches in size. This test involves specialized equipment consisting of two truncated cone-shaped hoppers and a cylinder, all with polished interior surfaces to minimize friction.
The procedure begins by placing concrete into the upper hopper without any compaction. Once filled, the bottom door of this hopper is opened,...
The procedure begins by placing concrete into the upper hopper without any compaction. Once filled, the bottom door of this hopper is opened,...
103
Two-Way ANOVA
2.6K
The two-way ANOVA is an extension of the one-way ANOVA. It is a statistical test performed on three or more samples categorized by two factors - a row factor and a column factor. Ronald Fischer mentioned it in 1925 in his book 'Statistical Methods for Researchers.'
The two-way ANOVA analysis initially begins by stating the null hypothesis that there is an interaction effect between the two factors of a dataset. This effect can be visualized using line segments formed by joining the...
The two-way ANOVA analysis initially begins by stating the null hypothesis that there is an interaction effect between the two factors of a dataset. This effect can be visualized using line segments formed by joining the...
2.6K
Stress: General Loading Conditions
298
To grasp the intricacy of real-world conditions where multiple loads are applied simultaneously to a structure, one might visualize a section passing through a specific point within a body, aligned parallel to the xy plane. This section is subjected to various forces, including original loads, normal forces, and shearing forces.
The shearing force, possessing potential directionality within the plane of the section, is simplified into two component forces running parallel to the x and y axes....
The shearing force, possessing potential directionality within the plane of the section, is simplified into two component forces running parallel to the x and y axes....
298


