A Literature Review Comparing Experts' and Non-Experts' Visual Processing of Graphs during Problem-Solving and Learning

V Ruf, A Horrer, M Berndt, SI Hofer, F Fischer… - Education …, 2023 - mdpi.com
The interpretation of graphs plays a pivotal role in education because it is relevant for
understanding and representing data and comprehending concepts in various domains …

Leveraging process data to assess adults' problem-solving skills: Using sequence mining to identify behavioral patterns across digital tasks

Q He, F Borgonovi, M Paccagnella - Computers & Education, 2021 - Elsevier
This paper illustrates how process data can be used to identify behavioral patterns in a
computer-based problem-solving assessment. Using sequence-mining techniques, we …

Longitudinal engagement, performance, and social connectivity: a MOOC case study using exponential random graph models

M Zhu, Y Bergner, Y Zhang, R Baker, Y Wang… - Proceedings of the sixth …, 2016 - dl.acm.org
This paper explores a longitudinal approach to combining engagement, performance and
social connectivity data from a MOOC using the framework of exponential random graph …

From eye movements to scanpath networks: A method for studying individual differences in expository text reading

X Ma, Y Liu, R Clariana, C Gu, P Li - Behavior research methods, 2023 - Springer
Eye movements have been examined as an index of attention and comprehension during
reading in the literature for over 30 years. Although eye-movement measurements are …

Effects of robotics education on young children's cognitive development: a Pilot study with eye-tracking

Y Liu, D Odic, X Tang, A Ma, M Laricheva… - Journal of Science …, 2023 - Springer
The emerging field of robotics education (RE) is a new and rapidly growing subject area
worldwide. It may provide a playful and novel learning environment for children to engage …

Unravelling the dynamics of instructional practice: A longitudinal study on learning design and VLE activities

Q Nguyen, B Rienties, L Toetenel - Proceedings of the seventh …, 2017 - dl.acm.org
Substantial progress has been made in understanding how teachers design for learning.
However, there remains a paucity of evidence of the actual students' response towards …

Mixing and matching learning design and learning analytics

Q Nguyen, B Rienties, L Toetenel - … Conference, LCT 2017, Held as Part of …, 2017 - Springer
In the last five years, learning analytics has proved its potential in predicting academic
performance based on trace data of learning activities. However, the role of pedagogical …

[PDF][PDF] Collecting, analyzing, and interpreting response time, eye-tracking, and log data

A Oranje, J Gorin, Y Jia, D Kerr, K Ercikan… - Validation of score …, 2017 - library.oapen.org
40 Oranje, Gorin, Jia, and Kerr products). The result is that findings from those sources have
been very limited representing more digital desert than ocean (DiCerbo & Behrens, 2012) …

Identifying Gaze Behavior Evolution via Temporal Fully-Weighted Scanpath Graphs

E Davalos, C Vatral, C Cohn, J Horn Fonteles… - … Learning Analytics and …, 2023 - dl.acm.org
Eye-tracking technology has expanded our ability to quantitatively measure human
perception. This rich data source has been widely used to characterize human behavior and …

Latent space model for process data

Y Chen, J Zhang, Y Yang… - Journal of Educational …, 2022 - Wiley Online Library
The development of human‐computer interactive items in educational assessments
provides opportunities to extract useful process information for problem‐solving. However …