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A Sparse Latent Class Model for Cognitive Diagnosis
Psychometrika, 2020Cognitive diagnostic models (CDMs) are latent variable models developed to infer latent skills, knowledge, or personalities that underlie responses to educational, psychological, and social science tests and measures. Recent research focused on theory and methods for using sparse latent class models (SLCMs) in an exploratory fashion to infer the latent
Yinyin Chen +2 more
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The latent class multitrait-multimethod model.
Psychological Methods, 2015A latent class multitrait-multimethod (MTMM) model is proposed to estimate random and systematic measurement error in categorical survey questions while making fewer assumptions than have been made so far in such evaluations, allowing for possible extreme response behavior and other nonmonotone effects.
Oberski, D.L. +2 more
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Multivariate Behavioral Research, 2014
The Multilevel Latent Class Model (MLCM) proposed by Vermunt (2003) has been shown to be an excellent framework for analyzing nested data with assumed discrete latent constructs. The nonparametric version of MLCM assumes 2 levels of discrete latent components to describe the dependency observed in data.
Hsiu-Ting, Yu, Jungkyu, Park
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The Multilevel Latent Class Model (MLCM) proposed by Vermunt (2003) has been shown to be an excellent framework for analyzing nested data with assumed discrete latent constructs. The nonparametric version of MLCM assumes 2 levels of discrete latent components to describe the dependency observed in data.
Hsiu-Ting, Yu, Jungkyu, Park
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Latent Class Models on Business Analytics
2019 IEEE International Conference on Big Data, Cloud Computing, Data Science & Engineering (BCD), 2019This paper discusses the systematic application of the latent class model on business analytics. The latent class model is one of the effective statistical model classes on business analytics to represent essential statistical structures by learning the sparse and high dimensional data. This model class is useful for the purpose of reduction of feature
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On identifiability of certain latent class models
Statistics & Probability Letters, 2005zbMATH Open Web Interface contents unavailable due to conflicting licenses.
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Latent Trait and Latent Class Models.
Contemporary Sociology, 1989Allen L. McCutcheon +2 more
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Latent Class Modeling for Nested Data : Introduction to Multilevel Latent Class Model
Journal of Research Methodology, 2020Jungkyu Park, Changhwan Shin
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