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Keyword

learning outcome prediction

Description: An educational data analytics task that uses information about learners and learning activities to estimate students’ achievement or other educational outcomes.
OpenAlex ID: keywords/learning-performance-prediction
Artificial intelligence in online higher education: A systematic review of empirical research from 2011 to 2020
2022 · Fan Ouyang, Luyi Zheng, et al. · Education and Information Technologies · 825
FAM: Ein Fragebogen zur Erfassung aktuller Motivation in Lern- und Leistungssituationen
2001 · Falko Rheinberg, Regina Vollmeyer, et al. · Diagnostica · 329
Personalized learning full-path recommendation model based on LSTM neural networks
2018 · Yuwen Zhou, Changqin Huang, et al. · Information Sciences · 254
Multimodal data as a means to understand the learning experience
2019 · Michail N. Giannakos, Kshitij Sharma, et al. · International Journal of Information Management · 203
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How Do We Model Learning at Scale? A Systematic Review of Research on MOOCs
2017 · Srećko Joksimović, Oleksandra Poquet, et al. · Review of Educational Research · 181
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A Review of Using Machine Learning Approaches for Precision Education.
2021 · Hui Luan, Chin‐Chung Tsai · DOAJ (DOAJ: Directory of Open Access Journals) · 163
Big data for education data mining, data analytics and web dashboards
2015 · Milevski, Zoran, Karamazova Gelova, Elena, et al. · Goce Delchev University Repository (Goce Delčev University of Štip) · 160
RETRACTED: College music education and teaching based on AI techniques
2022 · Jing Wei, Marimuthu Karuppiah, et al. · Computers & Electrical Engineering · 146
The cyclical ethical effects of using artificial intelligence in education
2022 · Edward Dieterle, Chris Dede, et al. · AI & Society · 142
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Revealing Online Learning Behaviors and Activity Patterns and Making Predictions with Data Mining Techniques in Online Teaching
2008 · Jui-Long Hung, Ke Zhang · ScholarWorks (Boise State University) · 138
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Eye-tracking and artificial intelligence to enhance motivation and learning
2020 · Kshitij Sharma, Michail Giannakos, et al. · Smart Learning Environments · 134
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Building pipelines for educational data using AI and multimodal analytics: A “grey‐box” approach
2019 · Kshitij Sharma, Zacharoula Papamitsiou, et al. · British Journal of Educational Technology · 130
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Learning pulse
2017 · Daniele Di Mitri, Maren Scheffel, et al. · International Learning Analytics & Knowledge Conference · 98
Gray matter volume is associated with rate of subsequent skill learning after a long term training intervention
2014 · Cassandra Sampaio-Baptista, Jan Scholz, et al. · NeuroImage · 97
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Taming a beast of burden – On some issues with the conceptualisation and operationalisation of cognitive load
2009 · Jens F. Beckmann · Learning and Instruction · 89
A Survey on Predictive Models of Learning Analytics
2020 · S Ranjeeth, T.P. Latchoumi, et al. · Procedia Computer Science · 84
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Measuring learning styles with questionnaires versus direct observation of preferential choice behavior in authentic learning situations: the visualizer/verbalizer behavior observation scale (VV-BOS)
1998 · Detlev Leutner, Jan L Plass · Computers in Human Behavior · 84
Temporal analysis of multimodal data to predict collaborative learning outcomes
2020 · Jennifer K. Olsen, Kshitij Sharma, et al. · British Journal of Educational Technology · 80
Comparing Self-Reports to Traces of Studying Behavior as Representations of Students' Studying and Achievement
2003 · Dianne Jamieson-Noel, Philip H. Winne · Zeitschrift für Pädagogische Psychologie · 75
Prediction of learning outcomes with a machine learning algorithm based on online learning behavior data in blended courses
2022 · Yangyang Luo, Xibin Han, et al. · Asia Pacific Education Review · 72
Accuracy of confidence judgments: Stability and generality in the learning process and predictive validity for learning outcome
2010 · Christoph Mengelkamp, Maria Bannert · Memory & Cognition · 71
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Predicting Learning Outcomes with MOOC Clickstreams
2019 · Chen-Hsiang Yu, Jungpin Wu, et al. · Education Sciences · 69
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Leveraging Class Balancing Techniques to Alleviate Algorithmic Bias for Predictive Tasks in Education
2022 · Lele Sha, Mladen Rakovic, et al. · IEEE Transactions on Learning Technologies · 67
Three heads are better than one: cooperative learning brains wire together when a consensus is reached
2022 · Yafeng Pan, Xiaojun Cheng, et al. · Cerebral Cortex · 66
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Separability is a Learner’s Best Friend
1998 · Chris Thornton · Perspectives in neural computing · 66
Works count: 756
Citation count: 7,231
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