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背向随机响应检测的改进与应用:基于累积和与变点分析。

Improvement and application of back random response detection: Based on cumulative sum and change point analysis.

机构信息

Department of Psychology, Nanjing University, Nanjing, Jiangsu, China.

Department of Psychology, Zhejiang Normal University, Jinhua, Zhejiang, China.

出版信息

Behav Res Methods. 2024 Dec;56(8):8640-8657. doi: 10.3758/s13428-024-02495-0. Epub 2024 Sep 10.

DOI:10.3758/s13428-024-02495-0
PMID:39256258
Abstract

In educational and psychological assessments, benefiting from back random response (BRR) is a major type of rapid guessing in misfitting item score patterns. Person-fit statistics (PFS) based on cumulative sum (CUSUM) and change point analysis (CPA) from statistical process control (SPC) are better than other PFS for detecting aberrant response. In this study, we developed new person-fit statistics based on three algorithms from CPA procedure and CUSUM method for detection of person misfit with dichotomous or polytomous items. By means of simulated data, the effectiveness of the new statistics to detect test-takers with BRR was investigated.

摘要

在教育和心理评估中,受益于后随机反应(BRR)是不拟合项目得分模式中快速猜测的主要类型。基于统计过程控制(SPC)中的累积和(CUSUM)和断点分析(CPA)的个体适合度统计(PFS)比其他 PFS 更适合检测异常反应。在这项研究中,我们开发了基于 CPA 过程和 CUSUM 方法的三种算法的新个体适合度统计,用于检测二项式或多项式项目的个体不匹配。通过模拟数据,研究了新统计数据检测具有 BRR 的测试者的有效性。

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本文引用的文献

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A Comparison of Robust Likelihood Estimators to Mitigate Bias From Rapid Guessing.稳健似然估计器用于减轻快速猜测偏差的比较
Appl Psychol Meas. 2022 May;46(3):236-249. doi: 10.1177/01466216221084371. Epub 2022 Apr 4.
2
A new perspective on detecting performance decline: A change-point analysis based on Jensen-Shannon divergence.一种新的检测性能下降的视角:基于 Jensen-Shannon 散度的变点分析。
Behav Res Methods. 2023 Apr;55(3):963-980. doi: 10.3758/s13428-021-01779-z. Epub 2022 May 6.
3
A Comprehensive Review and Comparison of CUSUM and Change-Point-Analysis Methods to Detect Test Speededness.
用于检测测试加速性的累积和(CUSUM)方法与变点分析方法的全面综述及比较
Multivariate Behav Res. 2022 Jan-Feb;57(1):112-133. doi: 10.1080/00273171.2020.1809981. Epub 2020 Sep 2.
4
A change-point analysis procedure based on weighted residuals to detect back random responding.基于加权残差的变点分析程序,用于检测回溯随机反应。
Psychol Methods. 2019 Oct;24(5):658-674. doi: 10.1037/met0000212. Epub 2019 Feb 14.
5
Which Statistic Should Be Used to Detect Item Preknowledge When the Set of Compromised Items Is Known?当已知被泄露题目集时,应使用哪种统计量来检测题目预知识?
Appl Psychol Meas. 2017 Sep;41(6):403-421. doi: 10.1177/0146621617698453. Epub 2017 Mar 26.
6
Some Remarks on Applications of Tests for Detecting A Change Point to Psychometric Problems.关于应用检测变点的检验方法于心理计量学问题的一些注记。
Psychometrika. 2017 Dec;82(4):1149-1161. doi: 10.1007/s11336-016-9531-z. Epub 2016 Oct 21.
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Detection of Test Speededness Using Change-Point Analysis.使用变点分析检测测试速度加快情况。
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