Analysis of online behavior and prediction of learning performance in blended learning environments

IH Jo, Y Park, J Kim, J Song - Educational Technology International, 2014 - koreascience.kr
A variety of studies to predict students' performance have been conducted since educational
data such as web-log files traced from Learning Management System (LMS) are …

[PDF][PDF] Predicting students' learning performance by using online behavior patterns in blended learning environments: comparison of two cases on linear and non …

JH Kim, S Seodaemun-gu, Y Park, J Song, IH Jo - Korea, 2014 - researchgate.net
ABSTRACT A variety of studies to predict students' performance has been conducted since
educational data such as web-log files traced from Learning Management System (LMS) are …

Prediction of learning outcomes with a machine learning algorithm based on online learning behavior data in blended courses

Y Luo, X Han, C Zhang - Asia Pacific Education Review, 2024 - Springer
Learning outcomes can be predicted with machine learning algorithms that assess students'
online behavior data. However, there have been few generalized predictive models for a …

A multivariate approach to predicting student outcomes in web-enabled blended learning courses

NZ Zacharis - The Internet and Higher Education, 2015 - Elsevier
This study aimed to develop a practical model for predicting students at risk of performing
poorly in blended learning courses. Previous research suggests that analyzing usage data …

Student performance prediction based on blended learning

Z Xu, H Yuan, Q Liu - IEEE Transactions on Education, 2020 - ieeexplore.ieee.org
Contribution: This article explored blended learning by implementing a student-centered
teaching method based on the flipped classroom and small private online course (SPOC) …

The impact of online learning activities on student learning outcome in blended learning course

VA Nguyen - Journal of Information & Knowledge Management, 2017 - World Scientific
The aim of the study is to determine the impact of online learning activities on learning
outcomes of students who participated in the blended learning course, focusing specifically …

[PDF][PDF] The analysis of learning records and learning effect in blended e-Learning

D Yeh, CH Lee, PC Sun - Journal of information science and …, 2005 - academia.edu
Some teachers adopt a blended learning model that combines traditional classroom
teaching and an e-learning system. In this model, a teacher may teach the first few sessions …

Applying learning analytics for the early prediction of Students' academic performance in blended learning

OHT Lu, AYQ Huang, JCH Huang, AJQ Lin… - Journal of Educational …, 2018 - JSTOR
Blended learning combines online digital resources with traditional classroom activities and
enables students to attain higher learning performance through well-defined interactive …

Machine learning based classification approach for predicting students performance in blended learning

CG Nespereira, E Elhariri, N El-Bendary… - The 1st International …, 2016 - Springer
Nowadays, recognizing and predicting students learning achievement introduces a
significant challenge, especially in blended learning environments, where online (web …

[PDF][PDF] Research on the learning behavior of university students in blended teaching

J Shu, Q Hu, M Zhi - International Journal of Information and Education …, 2019 - ijiet.org
Learning analysis is the motive force of optimizing teaching and realizing individualized
learning. Compared with the study of learning behavior in the network environment, it was …