VLE_learning_classification {ouladFormat}R Documentation

Classify VLE activities

Description

Transform Open University VLE activities to classifications under either the:

Usage

VLE_learning_classification(
  activity_data,
  classification = c("FSLM", "FSLSM", "OLS", "VARK")
)

Arguments

activity_data

VLE activity data set to be converted.

classification

classification system to be used to categorise the different VLE activities under.

Value

Returns the classification specified, the mapping for the VLE activities to each category in the specified learning model, and one tibble, VLE_classified_data.

VLE_classified_data

A tibble where each row represents a unique student and their number of interactions with different categories of the specified learning model.

References

Balti, R., Hedhili, A., Chaari, W.L. & Abed, M. (2023). Hybrid analysis of the learner’s online behavior based on learning style. Education and Information Technologies. https://doi.org/10.1007/s10639-023-11595-x

Felder, R. M., & Silverman, L. K. (1988). Learning and Teaching Styles in Engineering Education. Engineering Education, 78(7), 674–681. https://www.engr.ncsu.edu/wp-content/uploads/drive/1QP6kBI1iQmpQbTXL-08HSl0PwJ5BYnZW/1988-LS-plus-note.pdf

Fleming, N. D., & Mills, C. (1992). Not Another Inventory, Rather a Catalyst for Reflection. To Improve the Academy. 246. https://digitalcommons.unl.edu/podimproveacad/246

Kuzilek, J., Hlosta, M., & Zdrahal, Z. (2017). Open university learning analytics dataset. Scientific Data volume 4 , (pp. 1–8). https://doi.org/10.1038/sdata.2017.171.

Li, R., & Yin, C. (2017). Analysis of Online Learning Style Model Based on K-means Algorithm. Proceedings of the 3rd International Conference on Economics, Management, Law and Education (EMLE 2017). (pp. 692-697). Atlantis Press. https://doi.org/10.2991/emle-17.2017.148

Nazempour, R, & Darabi, H. (2023). Personalized Learning in Virtual Learning Environments Using Students’ Behavior Analysis. Education Sciences. 2023; 13(5), 457. https://doi.org/10.3390/educsci13050457

Yan, L., Yin, C., Chen, H., Rong, W., Xiong, Z., & David, B. (2021). Learning Resource Recommendation in E-Learning Systems Based on Online Learning Style. In: Qiu, H., Zhang, C., Fei, Z., Qiu, M., Kung, SY. (eds) Knowledge Science, Engineering and Management. KSEM 2021. Lecture Notes in Computer Science, 12817. Springer, Cham. https://doi.org/10.1007/978-3-030-82153-1_31

See Also

dataset_VLE_activity() for obtaining the VLE data set needed for input data

Examples


VLE_data = dataset_VLE_activity(example_data = TRUE)$resource_data
VLE_learning_classification(VLE_data, classification = "FSLSM")

[Package ouladFormat version 1.2.2 Index]