ENGLISH

Data Analytics in e-Learning: Approaches and Applications (Intelligent Systems Reference Library, 220)

By Marian Cristian Mihăescu (editor)

Book information

Publisher
Springer
Year
2022
ISBN
3030966437, 9783030966430
Language
english
Format
PDF
Filesize
4 MB (4502919 bytes)
Pages
172\167
Time added
2024-03-18 00:00:23

Description

This book focuses on research and development aspects of building data analytics workflows that address various challenges of e-learning applications. This book represents a guideline for building a data analysis workflow from scratch. Each chapter presents a step of the entire workflow, starting from an available dataset and continuing with building interpretable models, enhancing models, and tackling aspects of evaluating engagement and usability. The related work shows that many papers have focused on machine learning usage and advancement within e-learning systems. However, limited discussions have been found on presenting a detailed complete roadmap from the raw dataset up to the engagement and usability issues. Practical examples and guidelines are provided for designing and implementing new algorithms that address specific problems or functionalities. This roadmap represents a potential resource for various advances of researchers and practitioners in educational datamining and learning analytics.

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