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关于考试作弊的贝叶斯检验

Bayesian Checks on Cheating on Tests.

作者信息

van der Linden Wim J, Lewis Charles

机构信息

CTB/McGraw-Hill, 20 Ryan Ranch Road, Monterey, CA, 93940, USA,

出版信息

Psychometrika. 2015 Sep;80(3):689-706. doi: 10.1007/s11336-014-9409-x. Epub 2014 Jun 11.

Abstract

Posterior odds of cheating on achievement tests are presented as an alternative to [Formula: see text] values reported for statistical hypothesis testing for several of the probabilistic models in the literature on the detection of cheating. It is shown how to calculate their combinatorial expressions with the help of a reformulation of the simple recursive algorithm for the calculation of number-correct score distributions used throughout the testing industry. Using the odds avoids the arbitrary choice between statistical tests of answer copying that do and do not condition on the responses the test taker is suspected to have copied and allows the testing agency to account for existing circumstantial evidence of cheating through the specification of prior odds.

摘要

对于文献中关于作弊检测的几种概率模型,在统计假设检验时,给出了成绩测试中作弊的后验概率作为[公式:见原文]值的替代。展示了如何借助对整个测试行业用于计算答对分数分布的简单递归算法进行重新表述,来计算它们的组合表达式。使用概率可避免在答案抄袭统计检验之间进行任意选择,这些检验有的以被怀疑抄袭的考生的回答为条件,有的则不以其为条件,并且允许测试机构通过设定先验概率来考虑现有的作弊间接证据。

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