Artificial intelligence-enabled adaptive learning platforms: A review

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

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The 2 Sigma Problem: The Search for Methods of Group Instruction as Effective as One-to-One Tutoring

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Educational data mining and learning analytics: An updated survey

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Adaptive Learning Using Artificial Intelligence in e-Learning: A Literature Review

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Trends and development in technology-enhanced adaptive/personalized learning: A systematic review of journal publications from 2007 to 2017

Xie, H., Chu, H.-C., Hwang, G.-J., & Wang, C.-C. (2019) · Computers & Education · doi:10.1016/j.compedu.2019.103599 · Cited by 713 · see citing works

Artificial Intelligence-Enabled Intelligent Assistant for Personalized and Adaptive Learning in Higher Education

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Intelligent tutoring systems: A systematic review of characteristics, applications, and evaluation methods

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Adaptive e-learning environment based on learning styles and its impact on development students' engagement

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Integrating learning styles and adaptive e-learning system: Current developments, problems and opportunities

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A systematic review: machine learning based recommendation systems for e-learning

Khanal, S. S., Prasad, P. W. C., Alsadoon, A., & Maag, A. (2019) · Education and Information Technologies · doi:10.1007/s10639-019-10063-9 · Cited by 379 · see citing works

A systematic review on trends in using Moodle for teaching and learning

Gamage, S. H. P. W., Ayres, J. R., & Behrend, M. B. (2022) · International Journal of STEM Education · doi:10.1186/s40594-021-00323-x · Cited by 360 · see citing works

Personalized adaptive learning: an emerging pedagogical approach enabled by a smart learning environment

Peng, H., Ma, S., & Spector, J. M. (2019) · Smart Learning Environments · doi:10.1186/s40561-019-0089-y · Cited by 346 · see citing works

Systematic review of adaptive learning research designs, context, strategies, and technologies from 2009 to 2018

Martin, F., Chen, Y., Moore, R. L., & Westine, C. D. (2020) · Educational Technology Research and Development · doi:10.1007/s11423-020-09793-2 · Cited by 306 · see citing works

Employing Adaptive Learning and Intelligent Tutoring Robots for Virtual Classrooms and Smart Campuses: Reforming Education in the Age of Artificial Intelligence

Alam, A. (2022) · Lecture notes in electrical engineering · doi:10.1007/978-981-19-2980-9_32 · Cited by 302 · see citing works

When adaptive learning is effective learning: comparison of an adaptive learning system to teacher-led instruction

Wang, S., Christensen, C., Cui, W., Tong, R., Yarnall, L., Shear, L., & Feng, M. (2023) · Interactive Learning Environments · doi:10.1080/10494820.2020.1808794 · Cited by 277 · see citing works

Adaptive gamification in e-learning based on students’ learning styles

Awais, M., Habiba, U., Majeed, F., & Shoaib, M. (2019) · Interactive Learning Environments · doi:10.1080/10494820.2019.1588745 · Cited by 264 · see citing works

Identification of personal traits in adaptive learning environment: Systematic literature review

Afini Normadhi, N. B., Shuib, L., Md Nasir, H. N., Bimba, A., Idris, N., & Balakrishnan, V. (2019) · Computers & Education · doi:10.1016/j.compedu.2018.11.005 · Cited by 204 · see citing works

Learning style based individualized adaptive e-learning environments: Content analysis of the articles published from 2005 to 2014

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A fuzzy expert system-based adaptive learning approach to improving students’ learning performances by considering affective and cognitive factors

Hwang, G.-J., Sung, H.-Y., Chang, S.-C., & Huang, X.-C. (2020) · Computers and Education: Artificial Intelligence · doi:10.1016/j.caeai.2020.100003 · Cited by 183 · see citing works

Implementation of adaptive learning at higher education institutions by means of Moodle LMS

Морзе, Н., Varchenko-Trotsenko, L. O., Terletska, T. S., & Smyrnova‐Trybulska, E. (2021) · Journal of Physics Conference Series · doi:10.1088/1742-6596/1840/1/012062 · Cited by 176 · see citing works

Improving the learning-teaching process through adaptive learning strategy

Rincón-Flores, E. G., Castano, L., Solis, S. L. G., Olmos, O., Rodríguez-Hernández, C. F., Lara, L. C., & Aldape, P. (2024) · Smart Learning Environments · doi:10.1186/s40561-024-00314-9 · Cited by 171 · see citing works

AI-based adaptive personalized content presentation and exercises navigation for an effective and engaging E-learning platform

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AI-assisted knowledge assessment techniques for adaptive learning environments

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Personalised and Adaptive Learning: Emerging Learning Platforms in the Era of Digital and Smart Learning

Kem, D. (2022) · International Journal of Social Science and Human Research · doi:10.47191/ijsshr/v5-i2-02 · Cited by 163 · see citing works

Context-aware adaptive and personalized mobile learning delivery supported by UoLmP

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QuizBot

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Constructing a Design Framework and Pedagogical Approach for Adaptive Learning in Higher Education: A Practitioner's Perspective

Cavanagh, T., Chen, B., Lahcen, R. A. M., & Paradiso, J. R. (2020) · The International Review of Research in Open and Distributed Learning · doi:10.19173/irrodl.v21i1.4557 · Cited by 156 · see citing works

Personalisation in educational technology: The absence of underlying pedagogies

Bartolomé, A., Castañeda, L., & Adell, J. (2018) · International Journal of Educational Technology in Higher Education · doi:10.1186/s41239-018-0095-0 · Cited by 150 · see citing works

A Hybrid E-Learning Recommendation Approach Based on Learners’ Influence Propagation

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Informing and Performing: A Study Comparing Adaptive Learning to Traditional Learning

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Informing and Performing: A Study Comparing Adaptive Learning to Traditional Learning

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Investigating the effect of an adaptive learning intervention on students’ learning

Liu, M., McKelroy, E., Corliss, S. B., & Carrigan, J. (2017) · Educational Technology Research and Development · doi:10.1007/s11423-017-9542-1 · Cited by 138 · see citing works

ArgueTutor: An Adaptive Dialog-Based Learning System for Argumentation Skills

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Learn Piano with BACh: An Adaptive Learning Interface that Adjusts Task Difficulty Based on Brain State

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Challenges and contexts in establishing adaptive learning in higher education: findings from a Delphi study

Mirata, V., Hirt, F., Bergamin, P., & van der Westhuizen, C. (2020) · International Journal of Educational Technology in Higher Education · doi:10.1186/s41239-020-00209-y · Cited by 135 · see citing works

Assessment of the influence of adaptive E-learning on learning effectiveness of primary school pupils

Hubálovský, Š., Hubálovská, M., & Musílek, M. (2018) · Computers in Human Behavior · doi:10.1016/j.chb.2018.05.033 · Cited by 134 · see citing works

Adaptive learning path recommender approach using auxiliary learning objects

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Anatomy of Student Models in Adaptive Learning Systems: A Systematic Literature Review of Individual Differences from 2001 to 2013

Nakić, J., Granić, A., & Glavinić, V. (2015) · Journal of Educational Computing Research · doi:10.2190/ec.51.4.e · Cited by 114 · see citing works

Recommendation System for Adaptive Learning

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Learning in smart environments: user-centered design and analytics of an adaptive learning system

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Learner modelling: systematic review of the literature from the last 5 years

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Leveraging computer vision for adaptive learning in STEM education: effect of engagement and self-efficacy

Wu, T., Lee, H., Wang, W., Lin, C., & Huang, Y. (2023) · International Journal of Educational Technology in Higher Education · doi:10.1186/s41239-023-00422-5 · Cited by 107 · see citing works

Affective learning: Improving engagement and enhancing learning with affect-aware feedback

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Supporting adaptive learning pathways through the use of learning analytics: developments, challenges and future opportunities

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A robust classification to predict learning styles in adaptive E-learning systems

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Personalized and Adaptive Learning

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Learning content design and learner adaptation for adaptive e-learning environment: a survey

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Development and Adoption of an Adaptive Learning System: Reflections and Lessons Learned

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Performance Comparison of an AI-Based Adaptive Learning System in China

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A Novel Teaching Strategy Through Adaptive Learning Activities for Computer Programming

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Learning Path Recommendation System for Programming Education Based on Neural Networks

Saito, T., & Watanobe, Y. (2020) · International Journal of Distance Education Technologies · doi:10.4018/ijdet.2020010103 · Cited by 92 · see citing works

Assessment and Learning in Knowledge Spaces (ALEKS) Adaptive System Impact on Students’ Perception and Self-Regulated Learning Skills

Harati, H., Sujo-Montes, L. E., Tu, C., Armfield, S., & Yen, C. (2021) · Education Sciences · doi:10.3390/educsci11100603 · Cited by 86 · see citing works

TECH8 intelligent and adaptive e-learning system: Integration into Technology and Science classrooms in lower secondary schools

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Individualization for Education at Scale: MIIC Design and Preliminary Evaluation

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Enabling Real-Time Adaptivity in MOOCs with a Personalized Next-Step Recommendation Framework

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Investigation of Emerging Trends in the E-Learning Field Using Latent Dirichlet Allocation

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Personalized and Adaptive Context-Aware Mobile Learning: Review, challenges and future directions

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Adaptive multimedia: Using gaze-contingent instructional guidance to provide personalized processing support

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Artificial intelligence adaptive learning tools

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Adaptive 3D Virtual Learning Environments—A Review of the Literature

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An Adaptive e-Learning System for Enhancing Learning Performance: Based on Dynamic Scaffolding Theory

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The Review of the Adaptive Learning Systems for the Formation of Individual Educational Trajectory

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A novel adaptive e-learning model based on Big Data by using competence-based knowledge and social learner activities

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A possible future for next generation adaptive learning systems

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An experimental study on an adaptive e-learning environment based on learner’s personality and emotion

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In-service teachers' TPACK development through an adaptive e-learning environment (ALE)

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The Secret Sauce of Student Success: Cracking the Code by Navigating the Path to Personalized Learning with Educational Data Mining

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Implementation of Adaptive Learning Systems: Current State and Potential

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Adaptive Learning: A Stabilizing Influence Across Disciplines and Universities

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E-learning based on the adaptive learning model: case study in Serbia

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An Adaptive Feedback System to Improve Student Performance Based on Collaborative Behavior

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Using Data to Understand How to Better Design Adaptive Learning

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A context-aware mobile learning system for adapting learning content and format of presentation: design, validation and evaluation

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Personalization of learning using adaptive technologies and augmented reality

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Effective Adaptive E-Learning Systems According to Learning Style and Knowledge Level

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Adaptive Learning Technology in Primary Education: Implications for Professional Teacher Knowledge and Classroom Management

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Adaptive Learning in Psychology: Wayfinding in the Digital Age

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Effectiveness of an Adaptive Learning Chatbot on Students’ Learning Outcomes Based on Learning Styles

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The Future of Adaptive Learning: Does the Crowd Hold the Key?

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An adaptive scaffolding e-learning system for middle school students’ physics learning

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Finding optimal pedagogical content in an adaptive e-learning platform using a new recommendation approach and reinforcement learning

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Towards a Personalized Learning Experience Using Reinforcement Learning

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Analyzing the use of adaptive learning in a flipped classroom for preclass learning

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Personalized Learning in a Virtual Hands-on Lab Platform for Computer Science Education

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Adaptive systems: a content analysis on technical side for e-learning environments

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An adaptive recommender-system based framework for personalised teaching and learning on e-learning platforms

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Adaptive Learning Technology Relationship with Student Learning Outcomes

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Adaptive Learning in Medical Education: The Final Piece of Technology Enhanced Learning?

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The Effect of Learning-Based Adaptivity on Students’ Performance in 3D-Virtual Learning Environments

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Adaptation criteria for the personalised delivery of learning materials: A multi-stage empirical investigation

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Personalized E-learning Model: A systematic literature review

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Leveraging ChatGPT for Adaptive Learning through Personalized Prompt-based Instruction: A CS1 Education Case Study

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The effects of adaptive learning in a massive open online course on learners' skill development

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Adaptive learning module for a conversational agent to support MOOC learners

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A Case Study of the Adaptive Learning Platform in a Taiwanese Elementary School: Precision Education from Teachers’ Perspectives

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Measuring Learner Satisfaction of an Adaptive Learning System

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A Systematic Review of Domains, Techniques, Delivery Modes and Validation Methods for Intelligent Tutoring Systems

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Adaptive Learning: A Tale of Two Contexts

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Adaptive Learning: An Innovative Method for Online Teaching and Learning

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Towards an Adaptive Formative Assessment in Context-Aware Mobile Learning

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From Digital Learning Resources to Adaptive Learning Objects: An Overview

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Technology-Enhanced Science Partnership Initiative: Impact on Secondary Science Teachers

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Computerized Adaptive Assessment Using Accumulative Learning Activities Based on Revised Bloom’s Taxonomy

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The Effects and Effectiveness of An Adaptive E-Learning System on The Learning Process and Performance of Students

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CalcTutor: Multi-Agent LLM Grading of Handwritten Mathematics with RAG-Grounded Feedback for Adaptive Learning Support

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Digital learning technologies in sport education: a narrative review on motivation, mental health, and health behavior change

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