对于基于部分最小二次数的方法进行功率分析
Angela Andreella1, Livio Finos2, Bruno Scarpa2
1Department of Economics and Management, University of Trento, Trento, Italy.
Biometrical journal. Biometrische Zeitschrift
|March 13, 2025
概括
本研究引入了部分最小方程 (PLS) 方法的新功率分析框架,这对于确保研究可重复性至关重要. 该方法明确考虑复杂的数据结构,用于应用科学中准确的样本大小估计.
科学领域:
- 应用科学 应用科学
- 统计方法 统计方法
- 研究方法研究方法研究方法学
背景情况:
- 由于可复制性危机,功率分析在应用科学中变得越来越重要.
- 传统的功率分析方法对部分最小平方 (PLS) 等无分布技术具有挑战性.
研究的目的:
- 引入一套专门为基于PLS的方法设计的功率分析新的方法框架.
- 解决PLS方法固有的复杂相关结构的功率分析中的挑战.
主要方法:
- 使用蒙特卡洛模拟来根据虚假的零假设生成数据.
- 利用PLS从试点数据中估计的潜在结构.
- 在功率分析和样本大小估计中明确纳入复杂的相关结构.
主要成果:
- 拟议的框架有效地将复杂的数据结构集成到功率分析中.
- 基于精度的测试与用于功率分析的PLS连续参数测试的比较.
结论:
- 新的程序为PLS应用中的功率分析提供了可靠的方法.
- 通过模拟和真实数据分析来证明实际应用,有助于确定样本大小并提高研究可靠性.
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