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A Cognitive Diagnosis Model for Identifying Coexisting Skills and Misconceptions. [PDF]

open access: yesAppl Psychol Meas, 2018
At present, most existing cognitive diagnosis models (CDMs) are designed to either identify the presence and absence of skills or misconceptions, but not both. This article proposes a CDM that can be used to simultaneously identify what skills and misconceptions students possess.
Kuo BC, Chen CH, de la Torre J.
europepmc   +5 more sources

Technological cognitive diagnosis model for patent keyword analysis

open access: yesICT Express, 2020
Patent analysis has been performed in various areas of technology management to understand technology such as research and development planning, new product development, technology innovation, sustainable technology etc.
Sangsung Park, Sunghae Jun
doaj   +3 more sources

Bayesian cognitive diagnosis optimizes personalized learning paths via mediation of cognitive load and Hidden Markov Model state transitions [PDF]

open access: yesFrontiers in Psychology
Personalized learning path optimization based on cognitive diagnosis models faces two key gaps: the sparsity of large-scale educational data makes it difficult for traditional DINA models to converge, and the psychological mechanism underlying the ...
Ziquan Feng, Kexuan Huang
doaj   +2 more sources

Validating attribute hierarchies in cognitive diagnosis models

open access: yesFrontiers in Psychology
Cognitive diagnosis models (CDMs) are restricted latent class models that are widely used in educational and psychological fields. Attribute hierarchy, as an important structural feature of the CDM, can provide critical information for inferring ...
Xueqin Zhang   +3 more
doaj   +3 more sources

A sequential cognitive diagnosis model for polytomous responses

open access: yesBritish Journal of Mathematical and Statistical Psychology, 2016
This paper proposes a general polytomous cognitive diagnosis model for a special type of graded responses, where item categories are attained in a sequential manner, and associated with some attributes explicitly. To relate categories to attributes, a category‐level Q ‐matrix is used.
Jimmy de la Torre, Wenchao Ma
exaly   +6 more sources

The Generalized Cognitive Diagnosis Model Framework for Polytomous Attributes [PDF]

open access: yesPsychometrika
AbstractFor classroom teaching and learning, classifying students’ skills into more than two categories (e.g., no, basic, and advanced masteries) is more instructionally relevant. Such classifications require polytomous attributes, for which most existing cognitive diagnosis models (CDMs) are inapplicable.
de la Torre J, Qiu X, Santos K.
europepmc   +2 more sources

Probabilistic-Input, Noisy Conjunctive Models for Cognitive Diagnosis

open access: yesFrontiers in Psychology, 2018
Existing cognitive diagnosis models conceptualize attribute mastery status discretely as either mastery or non-mastery. This study proposes a different conceptualization of attribute mastery as a probabilistic concept, i.e., the probability of mastering ...
Peida Zhan   +3 more
doaj   +3 more sources

Development of Spectral Clustering Algorithm in Cognitive Diagnosis Model: Approach for Student’s Psychological Growth

open access: yesInternational Journal of Computational Intelligence Systems
With the development of intelligent education, the diagnostic performance of the traditional cognitive diagnostic model has been unable to meet the needs of today’s education.
Xiao Chang
doaj   +2 more sources

Cognitive diagnosis of high school students’ set knowledge based on the DINA model

open access: yesAsian Journal for Mathematics Education
In recent years, scholars have increasingly focused on the cognitive diagnostic model, which is widely used in educational and psychological assessments. This study carries out a cognitive diagnosis of high school students’ understanding of set knowledge
Qi Mi   +3 more
doaj   +2 more sources

Empirical research on cognitive diagnosis of scientific argumentation ability based on the DINA model

open access: yesFrontiers in Psychology
This study focuses on the cognitive diagnosis (CD) of scientific argumentation ability. A hierarchical model of six cognitive attributes was developed by expert cognitive analysis, utilizing the Toulmin Argument Model and SOLO Taxonomy theory.
Lou Baidan, Cui Yi
doaj   +3 more sources

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