From missing data to informative GPA predictions: Navigating selection process beliefs with the partial identifiability approach [0.03%]
从缺失数据到有信息的GPA预测：用部分可识别性方法导航选择过程信念
Eduardo Alarcón-Bustamante,Jorge González,David Torres Irribarra et al.
Eduardo Alarcón-Bustamante et al.
The extent to which college admissions test scores can forecast college grade point average (GPA) is often evaluated in predictive validity studies using regression analyses. A problem in college admissions processes is that we observe test...
A ranking forced choice diagnostic classification model for psychological assessment using forced choice questionnaires [0.03%]
基于强制选择问卷的心理测量强迫选择诊断分类模型评级
Yi-An Zhu,Jingwan Xu,Daxun Wang et al.
Yi-An Zhu et al.
The diagnostic classification model (DCM) has been widely utilized in non-cognitive tests, offering diagnostic information on latent attributes. However, the model's reliance on single-stimulus (SS) items may lead to response biases (e.g., ...
Frequency-adjusted borders ordinal forest: A novel tree ensemble method for ordinal prediction [0.03%]
一种新颖的有序预测树集成方法：频率调整边界序值森林
Philip Buczak
Philip Buczak
Ordinal responses commonly occur in psychology, e.g., through school grades or rating scales. Where traditionally parametric statistical models like the proportional odds model have been used, machine learning (ML) methods such as random fo...
Investigating dynamics in attentive and inattentive responding together with their contextual correlates using a novel mixture IRT model for intensive longitudinal data [0.03%]
利用新型混合IRT模型同时研究注意和不注意行为的动力学及其上下文相关性
Leonie V D E Vogelsmeier,Irina Uglanova,Manuel T Rein et al.
Leonie V D E Vogelsmeier et al.
In ecological momentary assessment (EMA), respondents answer brief questionnaires about their current behaviours or experiences several times per day across multiple days. The frequent measurement enables a thorough grasp of the dynamics in...
Statistical foundations of person parameter estimation in the Thurstonian IRT model for forced-choice and pairwise comparison designs [0.03%]
Thurstone IRT模型中forced-choice和pairwise比较设计下的人参数估计的统计学基础
Safir Yousfi
Safir Yousfi
The statistical foundations of person parameter estimation for the multivariate Thurstonian item response theory (TIRT) model of pairwise comparison and forced-choice (FC) ranking data are elaborated, and several misconceptions in IRT and T...
Jia Li,Ping Chen
Jia Li
The Q-matrix is a crucial component of cognitive diagnostic theory and an important basis for the research and practical application of cognitive diagnosis. In practice, the Q-matrix is typically developed by domain experts and may contain ...
Discriminability around polytomous knowledge structures and polytomous functions [0.03%]
多项式知识结构和多项式函数的可分辨性
Xun Ge
Xun Ge
The discriminability in polytomous KST was introduced by Stefanutti et al. (Journal of Mathematical Psychology, 2020, 94, 102306). As the interesting topic in polytomous KST, this paper discusses the discriminability around granular polytom...
Yongnam Kim,Geryong Jung
Yongnam Kim
Interaction analysis using linear regression is widely employed in psychology and related fields, yet it often induces confusion among applied researchers and students. This paper aims to address this confusion by developing intuitive visua...
Identifiability analysis of the fixed-effects one-parameter logistic positive exponent model [0.03%]
固定效应一参数逻辑斯特正指数模型的可识别性分析
Jorge González,Jorge Bazán,Mariana Curi
Jorge González
In addition to the usual slope and location parameters included in a regular two-parameter logistic model (2PL), the logistic positive exponent (LPE) model incorporates an item parameter that leads to asymmetric item characteristic curves, ...
Regularized Bayesian algorithms for Q-matrix inference based on saturated cognitive diagnosis modelling [0.03%]
基于饱和认知诊断模型的Q矩阵正则化贝叶斯推断方法研究
Yi Jin,Jinsong Chen
Yi Jin
Q-matrices are crucial components of cognitive diagnosis models (CDMs), which are used to provide diagnostic information and classify examinees according to their attribute profiles. The absence of an appropriate Q-matrix that correctly ref...