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Enhancing the Prediction of Student Performance Based on the Machine Learning XGBoost Algorithm
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Asselman, Amal; Khaldi, Mohamed; Aammou, Souhaib – Interactive Learning Environments, 2023
Performance Factors Analysis (PFA) is considered one of the most important Knowledge Tracing (KT) approaches used for constructing adaptive educational hypermedia systems. It has shown a high prediction accuracy against many other KT approaches. While, the desire to estimate more accurately the student level leads researchers to enhance PFA by…
Descriptors: Algorithms, Artificial Intelligence, Factor Analysis, Student Behavior
The Role of Pre-Game Learning Attitude in the Prediction to Competitive Anxiety, Perceived Utility of Pre-Game Learning of Game, and Gameplay Interest
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Hong, Jon-Chao; Hwang, Ming-Yueh; Liu, Yeu-Ting; Lin, Pei-Hsin; Chen, Yi-Ling – Interactive Learning Environments, 2016
Educational games can be viewed in two ways, "learning to play" or "playing to learn." The Chinese Idiom String Up Game was specifically designed to examine the effect of "learning to play" on the interrelatedness of players' gameplay interest, competitive anxiety, and perceived utility of pre-game learning (PUPGL).…
Descriptors: Educational Games, Prediction, Anxiety, Competition
Parental Monitoring Predicts Students' Prosocial and Impulsive Tendencies Relevant to Consequence-Based Reasoning in a Blended Learning Environment
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Hong, Jon-Chao; Hwang, Ming-Yueh; Tai, Kai-Hsin; Kuo, Yen-Chun – Interactive Learning Environments, 2016
Consequential reasoning relevant to moral development has not been effectively practised in elementary schools in Taiwan. The present study designed a "To Do or Not To Do" website for students to explore moral dilemma situations and exercise consequence-based moral reasoning. Effective data from 160 fifth-grade students were collected…
Descriptors: Foreign Countries, Grade 5, Elementary School Students, Web Sites
Tutoring Styles That Encourage Learner Satisfaction, Academic Engagement, and Achievement in an Online Environment
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Chae, Soo Eun; Shin, Jae-Han – Interactive Learning Environments, 2016
This study was aimed to find which tutoring styles significantly predict learners' satisfaction with an e-learning service, academic involvement, and academic achievement. The tutoring styles included subject expert, facilitator, guider, and administrator. In this study, 818 Korean sixth-grade students (ages 11-12 years), enrolled in the…
Descriptors: Foreign Countries, Tutoring, Teaching Styles, Student Satisfaction
Integrating a Moral Reasoning Game in a Blended Learning Setting: Effects on Students' Interest and Performance
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Hong, Jon-Chao; Hwang, Ming-Yueh; Wu, Nien-Chen; Huang, Ying-Luan; Lin, Pei-Hsin; Chen, Yi-Ling – Interactive Learning Environments, 2016
A new approach to moral education using blended learning has been developed. This approach involves 10 scenarios that are designed as a web-based game and serves as a basis for group moral-consequence-based reasoning, which is developed based on a hypothetical-deductive model. The aim of the study was to examine the changes in students' blended…
Descriptors: Ethical Instruction, Moral Development, Educational Games, Blended Learning