多隶属度随机效应模型中权重不正确的影响

IF 4.6 Q2 MATERIALS SCIENCE, BIOMATERIALS
L. Smith, S. N. Beretvas
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引用次数: 19

摘要

采用多隶属度随机效应模型(MMREM)对多隶属度数据结构进行适当建模。使用MMREM需要选择反映每个二级单位(例如,学校)及其描述符对一级结果的假设贡献的权重。本研究评估了使用的权重模式的选择对MMREM参数和残差估计的影响。使用真实数据集和小规模模拟研究比较了使用不同权重模式产生的参数和残差估计。在本研究的条件下,结果表明,权重模式的选择对相对参数偏差和二级残差的排名影响不大。讨论了今后研究的局限性和方向。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
The Impact of Using Incorrect Weights With the Multiple Membership Random Effects Model
The multiple membership random effects model (MMREM) is used to appropriately model multiple membership data structures. Use of the MMREM requires selection of weights reflecting the hypothesized contribution of each level two unit (e.g., school) and their descriptors to the level one outcome. This study assessed the impact on MMREM parameter and residual estimates of the choice of weight pattern used. Parameter and residual estimates resulting from use of different weight patterns were compared using a real dataset and a small-scale simulation study. Under the conditions examined here, results indicated that choice of weight pattern did not greatly impact relative parameter bias nor level two residuals’ ranks. Limitations and directions for future research are discussed.
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来源期刊
ACS Applied Bio Materials
ACS Applied Bio Materials Chemistry-Chemistry (all)
CiteScore
9.40
自引率
2.10%
发文量
464
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