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Adaptive Learning Using Artificial Intelligence in e-Learning: A Literature Review
The rapid evolution of e-learning platforms, propelled by advancements in artificial intelligence (AI) and machine learning (ML), presents a transformative potential in education. This dynamic landscape necessitates an exploration of AI/ML integration in
Gligorea Ilie +2 more
exaly +2 more sources
Adaptive e-learning is viewed as stimulation to support learning and improve student engagement, so designing appropriate adaptive e-learning environments contributes to personalizing instruction to reinforce learning outcomes.
Hassan A. El-Sabagh
doaj +2 more sources
Personalized adaptive learning in higher education: A scoping review of key characteristics and impact on academic performance and engagement. [PDF]
Introduction Higher education institutions face persistent challenges of student retention and academic progress. Personalized adaptive learning has the potential to address these issues as it leverages educational technology to tailor learning pathways ...
du Plooy E, Casteleijn D, Franzsen D.
europepmc +2 more sources
Scholars have indicated the importance of providing guidance and support for individual learners. In the past decades, most studies have developed adaptive learning systems to address this issue mainly based on students’ cognitive status, such as their ...
Gwo-Jen Hwang +2 more
exaly +2 more sources
Adaptive transfer learning [PDF]
In transfer learning, we wish to make inference about a target population when we have access to data both from the distribution itself, and from a different but related source distribution. We introduce a flexible framework for transfer learning in the context of binary classification, allowing for covariate-dependent relationships between the source ...
Henry W. J. Reeve +2 more
openaire +6 more sources
Artificial Intelligence-Enabled Intelligent Assistant for Personalized and Adaptive Learning in Higher Education [PDF]
This paper presents a novel framework, artificial intelligence-enabled intelligent assistant (AIIA), for personalized and adaptive learning in higher education.
Ramteja Sajja +4 more
semanticscholar +1 more source
Hybrid systems combining artificial and human intelligence hold great promise for training human skills. In this paper, I position the concept of Hybrid Human-AI Regulation and illustrate this with an example of a first prototype of a Hybrid Human-AI ...
Inge Molenaar
doaj +1 more source
Adaptive Social Learning [PDF]
This work proposes a novel strategy for social learning by introducing the critical feature of adaptation. In social learning, several distributed agents update continually their belief about a phenomenon of interest through: i) direct observation of streaming data that they gather locally; and ii) diffusion of their beliefs through local cooperation ...
Virginia Bordignon +2 more
openaire +3 more sources
Background: Studies have acknowledged that social media enables students to connect with and learn from experts from different ties available in the students’ personal learning environment (PLE). Incorporating experts into formal learning activities such
Aznur Hajar Abdullah +2 more
doaj +1 more source
Learning to Adapt: A Meta-learning Approach for Speaker Adaptation [PDF]
Interspeech ...
Ondrej Klejch +2 more
openaire +4 more sources

