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将发育现象正式化为连续时间系统:数学与语言发展之间的关系
Charles C Driver1, Martin J Tomasik1
1Institute of Education, University of Zurich, Zurich, Switzerland.
这项研究为发展理论引入了一种新的统计建模方法. 它更直接地将数学和语言的学术能力与使用动态系统的理论参数联系起来.
科学领域:
- 发展心理学是发展心理学.
- 教育统计学教育统计学
- 计算建模计算建模
背景情况:
- 发展理论往往缺乏直接的统计实例.
- 现有的建模框架可能会掩盖理论和参数之间的联系.
- 了解数学和语言能力之间的关系对于教育发展至关重要.
研究的目的:
- 为了证明发展理论如何可以用层次的连续时间动态系统作为统计模型来表示.
- 提供灵活的建模方法,理论与模型参数之间有直接联系.
- 研究数学和语言能力之间的发展关系.
主要方法:
- 利用层次的连续时间动态系统来建模发展理论.
- 根据Mindsteps在线学习系统的雇员能力估计.
- 分析了4623名学生 (三年级到九年级) 的数据,涉及160,164次观察和五个能力领域.
- 逐步开发模型,从简单到复杂.
主要成果:
- 提议的动态系统方法为实例化发展理论提供了一种灵活而直接的方法.
- 建模框架有助于在理论构造和统计参数之间建立更清晰的联系.
- 逐步的模型开发允许详细检查理论和建模影响.
结论:
- 层次的连续时间动态系统为统计建模发展理论提供了强大的框架.
- 这种方法提高了连接学术能力的模型的精度和可解释性.
- 该研究为发展心理学和教育科学研究提供了方法论上的进步.
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