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AI-enabled adaptive learning systems

A systematic mapping of the literature

Datos Bibliográficos

ID23328574
AutoresTumaini Kabudi (0000-0002-3254-1106, University of Agder, autor de correspondencia), Ilias O Pappas (0000-0001-7528-3488, University of Agder), Ilias Pappas (0009-0002-2259-7947), Dag Håkon Olsen (University of Agder)
Año2021
Volumen2
Páginas100017
Fecha de publicación2021-01-01
Peer ReviewedSí
Open AccessSí
TipoARTICLE
RevistaComputers and Education: Artificial Intelligence (JOURNAL)
Identificadores de la revistaISSN: 2666-920X • E-ISSN: 2666-920X
EditorialElsevier BV (PUBLISHER)
DOI10.1016/j.caeai.2021.100017
OpenAlexW3140559152
IdiomaEN
Citas recibidas73
Referencias citadas48

Mobile internet, cloud computing , big data technologies, and significant breakthroughs in Artificial Intelligence (AI) have all transformed education. In recent years, there has been an emergence of more advanced AI-enabled learning systems, which are gaining traction due to their ability to deliver learning content and adapt to the individual needs of students. Yet, even though these contemporary learning systems are useful educational platforms that meet students’ needs, there is still a low number of implemented systems designed to address the concerns and problems faced by many students. Based on this perspective, a systematic mapping of the literature on AI-enabled adaptive learning systems was performed in this work. A total of 147 studies published between 2014 and 2020 were analysed. The major findings and contributions of this paper include the identification of the types of AI-enabled learning interventions used, a visualisation of the co-occurrences of authors associated with major research themes in AI-enabled learning systems and a review of common analytical methods and related techniques utilised in such learning systems. This mapping can serve as a guide for future studies on how to better design AI-enabled learning systems to solve specific learning problems and improve users’ learning experiences .

Adaptive Learning · Data science · Identification (biology) · Multimedia · Artificial Intelligence · Computer Science · E-Learning and Knowledge Management · Engineering Education and Technology · Online Learning and Analytics

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    Open Access•Zafer Ahmed Al‐Garni•Journal of Computer Assisted…•2026

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  • Artificial intelligence in K-12 education

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  • Implementing artificial intelligence in academic and administrative processes through responsible strategic leadership in the higher education institutions

    Open Access•Suleman Ahmad Khairullah, Sheetal Harris et al.•Frontiers in Education•2025

  • Teachers’ conceptions of AI for inclusive mathematics learning

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  • An application of Bayesian inference to examine student retention and attrition in the STEM classroom

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  • Proposed vision for developing an adaptive e-learning environment based on artificial intelligence

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  • The impact of artificial intelligence-based learning tools in academic innovation

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  • Gender, teaching experience, and ICT integration self-efficacy in economics classrooms

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  • Reforming media curricula in Palestinian universities for AI and digital culture

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  • Can a Holistic View Facilitate the Development of Intelligent Traditional Chinese Medicine? A Survey

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  • Student Ratings

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  • Transformative Metaverse Pedagogy for Intangible Heritage

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  • Artificial Intelligence Supported Online Assessment and Evaluation in Higher Education

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  • University students’ conceptions and experiences of teacher care amidst online learning

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  • Personalized stem education empowered by artificial intelligence

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  • Cross-cultural perspectives on AI adoption in teacher education

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  • On the efficiency of adaptive collaborative scripts in learning

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  • The use of learning analytics and educational data mining to analyze teachers’ teaching in online environments

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  • Bridging regional disparities through AI-driven personalized learning paths

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  • Taking adaptive learning in educational settings to the next level

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  • Enhancing Academic Writing Integrity

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  • Exploring the Influence of AI on the Professional Development of Science Teachers in STEM Education

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  • Visual Arts, Technology, and Social Change

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  • Pedagogical considerations in the automation era

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  • Inteligência Artificial e inclusão de estudantes com deficiência na Educação Básica

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  • Critical analysis of Big Data challenges and analytical methods

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  • Technology Enhanced Learning in higher education; motivations, engagement and academic achievement

    Open Access•Thomas J Dunn, Mark Kennedy•Computers & Education•2019

  • Rethinking Learning Design in IT Education During a Pandemic

    Open Access•Ilias O Pappas, Michail N Giannakos•Frontiers in Education•2021

  • Constructing a Design Framework and Pedagogical Approach for Adaptive Learning in Higher Education

    Open Access•Thomas Cavanagh, Baiyun Chen et al.•The International Review of…•2020

  • When adaptive learning is effective learning

    Shuai Wang, Claire Christensen et al.•Interactive Learning Environments•2023

  • Collaborative activities recommendation based on students’ collaborative learning styles using ANN and WSM

    Christos Troussas, Filippos Giannakas et al.•Interactive Learning Environments•2023

  • A systematic review of immersive virtual reality applications for higher education

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  • Detecting latent topics and trends in educational technologies over four decades using structural topic modeling

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  • Chatbots for learning

    Open Access•Pavel Smutny, Petra Schreiberova•Computers & Education•2020

  • An evaluation of an adaptive learning system based on multimodal affect recognition for learners with intellectual disabilities

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  • Fifty years of British Journal of Educational Technology

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  • Systematic review of research on artificial intelligence applications in higher education – where are the educators

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Obras citantes distintas73
Citas por año14,6
Intervalo de citas2021 - 2026 (6)
Velocidad de citacióncurrent
Altamente citadoNo
Tipos de citaNeutras: 56
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