Detection of two-way outliers in multivariate data and application to cheating detection in educational tests
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Publication:2170425
DOI10.1214/21-AOAS1564zbMath1498.62302arXiv1911.09408OpenAlexW3114436829MaRDI QIDQ2170425
Yan Lu, Yunxiao Chen, Irini Moustaki
Publication date: 5 September 2022
Published in: The Annals of Applied Statistics (Search for Journal in Brave)
Full work available at URL: https://arxiv.org/abs/1911.09408
item response theoryBayesian hierarchical modelfalse discovery rateoutlier detectionlatent class analysiscompound decisiontest fairness
Bayesian inference (62F15) Monte Carlo methods (65C05) Applications of statistics to psychology (62P15) Compound decision problems in statistical decision theory (62C25)
Cites Work
- Two modeling strategies for empirical Bayes estimation
- Towards optimal scaling of Metropolis-coupled Markov chain Monte Carlo
- Analysis of residuals for the multinomial item response model
- Multidimensional item reponse theory.
- Microarrays, empirical Bayes and the two-groups model
- A speeded item response model with gradual process change
- A weakly informative default prior distribution for logistic and other regression models
- Identifiability of parameters in latent structure models with many observed variables
- Estimating the dimension of a model
- Joint consistency of nonparametric item characteristic curve and ability estimation
- Compound decision theory and empirical Bayes methods
- Optimal scaling for various Metropolis-Hastings algorithms.
- A two-stage approach to differentiating normal and aberrant behavior in computer based testing
- Inference from iterative simulation using multiple sequences
- Robust factor analysis.
- Using deterministic, gated item response theory model to detect test cheating due to item compromise
- A hierarchical framework for modeling speed and accuracy on test items
- On the half-Cauchy prior for a global scale parameter
- Latent Variable Models and Factor Analysis
- Robust principal component analysis?
- Oracle and Adaptive Compound Decision Rules for False Discovery Rate Control
- Mathematical Statistics
- Empirical Bayes Analysis of a Microarray Experiment
- Computational and Inferential Difficulties with Mixture Posterior Distributions
- The linear transformation model with frailties for the analysis of item response times
- A mixture hierarchical model for response times and response accuracy
- Bayesian Measures of Model Complexity and Fit
- Exploratory latent structure analysis using both identifiable and unidentifiable models
- Bayes Factors
- Feedback-optimized parallel tempering Monte Carlo
- Nonparametric Bayesian modelling for item response
- Large-Scale Simultaneous Hypothesis Testing
- The Deviance Information Criterion: 12 Years on
- Bounded-Influence Robust Estimation in Generalized Linear Latent Variable Models
- Prior distributions for variance parameters in hierarchical models (Comment on article by Browne and Draper)
- Compound Sequential Change-point Detection in Parallel Data Streams
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