A re-analysis and synthesis of data on affect dynamics in learning

S Karumbaiah, RS Baker, J Ocumpaugh… - IEEE Transactions …, 2021 - ieeexplore.ieee.org
Affect dynamics, the study of how affect develops and manifests over time, has become a
popular area of research in affective computing for learning. In this article, we first provide a …

The implications of a subtle difference in the calculation of affect dynamics

S Karumbaiah, JMAL ANDRES… - … on Computers in …, 2018 - library.apsce.net
D'Mello and Graesser's (2012) highly-cited model of affect dynamics proposes a sequence
of theoretically-grounded transitions between affective states during learning. However …

Conditional and Marginal Strengths of Affect Transitions During Computer-Based Learning

Y Zhang, L Paquette, N Bosch - International Journal of Artificial …, 2024 - Springer
Understanding the transitions among affective states during computer-based learning may
guide the design of affect-responsive learning environments. Current studies have focused …

Adjusting the L statistic when self-transitions are excluded in affect dynamics

J Matayoshi, S Karumbaiah - Journal of …, 2020 - jedm.educationaldatamining.org
Affect dynamics, the investigation of how student affect transitions from one state to another,
is a popular area of research in adaptive learning environments. Recently, the commonly …

Using marginal models to adjust for statistical bias in the analysis of state transitions

J Matayoshi, S Karumbaiah - LAK21: 11th International learning …, 2021 - dl.acm.org
Many areas of educational research require the analysis of data that have an inherent
sequential or temporal ordering. In certain cases, researchers are specifically interested in …

Mathematical Proficiency, Scientific Reasoning, Metacognitive Skills, and Performance of Learners in Physics: A Mathematical Model

CP Pasigon - International Journal of Learning, Teaching and …, 2024 - ijlter.net
This study aims to explore the mathematical proficiency, scientific reasoning, and
metacognitive skills that contribute to the student's academic performance in Physics. Data …

Analyzing Transitions in Sequential Data with Marginal Models

J Matayoshi, S Karumbaiah - Journal of …, 2024 - jedm.educationaldatamining.org
Various areas of educational research are interested in the transitions between different
states—or events—in sequential data, with the goal of understanding the significance of …

[PDF][PDF] Competing Interests

Y Zhang, L Paquette, N Bosch - researchgate.net
Understanding the transitions among affective states during computer-based learning may
guide the design of affect-responsive learning environments. Current studies have focused …