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Recommendation Systems for Education: Systematic Review

https://doi.org/10.3390/electronics10141611

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What this work says

Outgoing claims: the papers this work cites, builds on, or argues with.

inferredcites →https://doi.org/10.1007/978-3-319-20609-7_28openalex-snapshot

A Student-Centered Hybrid Recommender System to Provide Relevant Learning Objects from Repositories

inferredcites →https://doi.org/10.1007/978-3-319-73450-7_89openalex-snapshot

Recommendation Systems in Education: A Systematic Mapping Study

inferredcites →https://doi.org/10.1007/978-3-540-72079-9openalex-snapshot

The adaptive web: methods and strategies of web personalization

inferredcites →https://doi.org/10.1007/978-3-540-72079-9_12openalex-snapshot

Hybrid Web Recommender Systems

inferredcites →https://doi.org/10.1007/s00521-018-3510-5openalex-snapshot

Intelligent learning system based on personalized recommendation technology

inferredcites →https://doi.org/10.1007/s10115-017-1135-0openalex-snapshot

Effective methods for increasing aggregate diversity in recommender systems

inferredcites →https://doi.org/10.1016/j.ibbai.2016.06.004openalex-snapshot

Do fixed citation windows affect the impact maturation rates of scientific journals?

inferredcites →https://doi.org/10.1016/j.ins.2013.03.011openalex-snapshot

Improving collaborative filtering-based recommender systems results using Pareto dominance

inferredcites →https://doi.org/10.1016/j.knosys.2013.03.012openalex-snapshot

Recommender systems survey

inferredcites →https://doi.org/10.1016/j.procs.2015.07.084openalex-snapshot

A Dynamic Recommender System as Reinforcement for Personalized Education by a Fuzzly Linguistic Web System

inferredcites →https://doi.org/10.1016/j.procs.2017.12.067openalex-snapshot

PCRS: Personalized Course Recommender System Based on Hybrid Approach

inferredcites →https://doi.org/10.1016/j.procs.2020.05.037openalex-snapshot

Subjective Areas of Improvement: A Personalized Recommendation

inferredcites →https://doi.org/10.1080/23311908.2017.1404699openalex-snapshot

Lifelong learning and limiting factors in second language acquisition for adult students in post-obligatory education

inferredcites →https://doi.org/10.1088/1742-6596/1437/1/012024openalex-snapshot

Research on Key Technologies of Personalized Education Resource Recommendation System Based on Big Data Environment

inferredcites →https://doi.org/10.1088/1742-6596/1673/1/012025openalex-snapshot

Higher Education Online Courses Personalized Recommendation Algorithm Based on Score and Attributes

inferredcites →https://doi.org/10.1109/access.2018.2873106openalex-snapshot

A Cross-Curriculum Video Recommendation Algorithm Based on a Video-Associated Knowledge Map

inferredcites →https://doi.org/10.1109/access.2018.2889635openalex-snapshot

Ontology-Based Personalized Course Recommendation Framework

inferredcites →https://doi.org/10.1109/access.2019.2912012openalex-snapshot

Knowledge Based Recommender System for Academia Using Machine Learning: A Case Study on Higher Education Landscape of Pakistan

inferredcites →https://doi.org/10.1109/aina.2017.13openalex-snapshot

A Method for Personalized C Programming Learning Contents Recommendation to Enhance Traditional Instruction

inferredcites →https://doi.org/10.1109/bigdataservice.2017.31openalex-snapshot

CaPaR: A Career Path Recommendation Framework

inferredcites →https://doi.org/10.1109/bigdataservice.2019.00026openalex-snapshot

An Automated Framework to Recommend A Suitable Academic Program, Course and Instructor

inferredcites →https://doi.org/10.1109/compsac48688.2020.00027openalex-snapshot

Algorithmic Support for Personalized Course Selection and Scheduling

inferredcites →https://doi.org/10.1109/cscwd.2018.8465266openalex-snapshot

Course Recommendation Model in Academic Social Networks Based on Association Rules and Multi -similarity

inferredcites →https://doi.org/10.1109/csei47661.2019.8938863openalex-snapshot

Research for Personalized Learning Reasource Recommendation Model based on Academic Emotions

inferredcites →https://doi.org/10.1109/csei50228.2020.9142524openalex-snapshot

Research on Personalized Recommendation of learning Resource Based on Big Data of Education

inferredcites →https://doi.org/10.1109/cyberc49757.2020.00038openalex-snapshot

Attentional Autoencoder for Course Recommendation in MOOC with Course Relevance

inferredcites →https://doi.org/10.1109/dsaa.2019.00014openalex-snapshot

Grade Prediction with Neural Collaborative Filtering

inferredcites →https://doi.org/10.1109/dsaa49011.2020.00079openalex-snapshot

Personalized Course Recommendation Based on Eye-Tracking Technology and Deep Learning

inferredcites →https://doi.org/10.1109/educon.2017.7943018openalex-snapshot

Recommendation of open educational resources. An approach based on linked open data

inferredcites →https://doi.org/10.1109/educon45650.2020.9125245openalex-snapshot

STR-SA: Session-based Thread Recommendation for Online Course Forum with Self-Attention

inferredcites →https://doi.org/10.1109/eleltech.2017.8074993openalex-snapshot

Recommender system for big data in education

inferredcites →https://doi.org/10.1109/fie.2014.7044245openalex-snapshot

Recommending learning objects based on utility and learning style

inferredcites →https://doi.org/10.1109/fie.2015.7344381openalex-snapshot

An intelligent student advising system using collaborative filtering

inferredcites →https://doi.org/10.1109/fie43999.2019.9028655openalex-snapshot

A Facebook chat bot as recommendation system for programming problems

inferredcites →https://doi.org/10.1109/fskd.2016.7603404openalex-snapshot

Competitive recommendation algorithm for E-commerce

inferredcites →https://doi.org/10.1109/fuzz-ieee.2016.7737873openalex-snapshot

A Fuzzy Cognitive Map like recommender system of Learning Resources

inferredcites →https://doi.org/10.1109/iaeac.2017.8054260openalex-snapshot

MOOC-FRS: A new fusion recommender system for MOOCs

inferredcites →https://doi.org/10.1109/ic3e.2017.8409245openalex-snapshot

Preliminary study on educational recommender system

inferredcites →https://doi.org/10.1109/icaccp.2019.8882939openalex-snapshot

An Enhanced Approach Using Collaborative Filtering For Generating Under Graduate Program Recommendations

inferredcites →https://doi.org/10.1109/icalt.2015.50openalex-snapshot

Enhancing Learning Object Recommendations for Teachers Using Adaptive Neighbor Selection

inferredcites →https://doi.org/10.1109/icalt.2016.119openalex-snapshot

Supporting Users of Open Online Courses with Recommendations: An Algorithmic Study

inferredcites →https://doi.org/10.1109/icalt.2017.89openalex-snapshot

MORS: A System for Recommending OERs in a MOOC

inferredcites →https://doi.org/10.1109/icalt.2019.00119openalex-snapshot

A Model for Integrating Personality Traits into an Educational Recommender System

inferredcites →https://doi.org/10.1109/icbdie50010.2020.00124openalex-snapshot

A MultiView Courses Recommendation System Based on Deep Learning

inferredcites →https://doi.org/10.1109/iccse.2017.8085478openalex-snapshot

Implementation of intelligent recommendation system for learning resources

inferredcites →https://doi.org/10.1109/iccsea49143.2020.9132845openalex-snapshot

A course recommendation system based on grades

inferredcites →https://doi.org/10.1109/icdmw.2018.00056openalex-snapshot

Neural Educational Recommendation Engine (NERE)

inferredcites →https://doi.org/10.1109/icdmw51313.2020.00062openalex-snapshot

Learning Student Interest Trajectory for MOOC Thread Recommendation

inferredcites →https://doi.org/10.1109/iceeie47180.2019.8981450openalex-snapshot

KNN and Naive Bayes for Optional Advanced Courses Recommendation

inferredcites →https://doi.org/10.1109/iciev.2016.7760053openalex-snapshot

Graduate school recommender system: Assisting admission seekers to apply for graduate studies in appropriate graduate schools

inferredcites →https://doi.org/10.1109/icmcecs47690.2020.240882openalex-snapshot

An Autonomous Courses Recommender System For Undergraduate Using Machine Learning Techniques

inferredcites →https://doi.org/10.1109/icoict49345.2020.9166371openalex-snapshot

Learning Content Recommendations on Personalized Learning Environment Using Collaborative Filtering Method

inferredcites →https://doi.org/10.1109/icssit46314.2019.8987815openalex-snapshot

A Machine Learning Based Approach for Recommending Courses at Graduate Level

inferredcites →https://doi.org/10.1109/ijcnn.2016.7727600openalex-snapshot

Reducing cold start problems in educational recommender systems

inferredcites →https://doi.org/10.1109/incos.2016.34openalex-snapshot

eOrient@ -- A Recommender System to Address Life-Long Learning and Promote Employability

inferredcites →https://doi.org/10.1109/inis.2015.36openalex-snapshot

An Approach to a University Recommendation by Multi-criteria Collaborative Filtering and Dimensionality Reduction Techniques

inferredcites →https://doi.org/10.1109/iri.2018.00036openalex-snapshot

Web-Based Recommendation System Architecture for Knowledge Reuse in MOOCs Ecosystems

inferredcites →https://doi.org/10.1109/iri.2018.00050openalex-snapshot

A Graduate School Recommendation System Using the Multi-Class Support Vector Machine and KNN Approaches

inferredcites →https://doi.org/10.1109/iset49818.2020.00047openalex-snapshot

Attention-Based CNN for Personalized Course Recommendations for MOOC Learners

inferredcites →https://doi.org/10.1109/ispds51347.2020.00080openalex-snapshot

Research on Network Personalized Learning Recommendation Algorithm Based on Knowledge Representation

inferredcites →https://doi.org/10.1109/ithet.2018.8424782openalex-snapshot

Integrating Reputation to Recommendation Techniques in an e-learning Environment

inferredcites →https://doi.org/10.1109/itme.2018.00123openalex-snapshot

Ontology-Based Personalized Learning Path Recommendation for Course Learning

inferredcites →https://doi.org/10.1109/jcsse.2017.8025933openalex-snapshot

Recommender Systems for university elective course recommendation

inferredcites →https://doi.org/10.1109/mitp.2015.75openalex-snapshot

A Semantic Recommender System for Adaptive Learning

inferredcites →https://doi.org/10.1109/padsw.2018.8644555openalex-snapshot

Towards Personalized Learning Through Class Contextual Factors-Based Exercise Recommendation

inferredcites →https://doi.org/10.1109/punecon50868.2020.9362416openalex-snapshot

Intelligent Recommendation System for E-Learning using Membership Optimized Fuzzy Logic Classifier

inferredcites →https://doi.org/10.1109/siie.2018.8586681openalex-snapshot

Collaborative Filtering based Course Recommender using OWA operators

inferredcites →https://doi.org/10.1109/sita.2016.7772305openalex-snapshot

Toward an E-orientation platform: Using hybrid recommendation systems

inferredcites →https://doi.org/10.1109/tlt.2015.2419262openalex-snapshot

A Hybrid Trust-Based Recommender System for Online Communities of Practice

inferredcites →https://doi.org/10.1109/tsmc.2016.2633573openalex-snapshot

A Novel Method on Information Recommendation via Hybrid Similarity

inferredcites →https://doi.org/10.1109/tsp.2016.2595495openalex-snapshot

Personalized Course Sequence Recommendations

inferredcites →https://doi.org/10.1109/tsusc.2019.2954456openalex-snapshot

Multi-Dimensional Correlative Recommendation and Adaptive Clustering via Incremental Tensor Decomposition for Sustainable Smart Education

inferredcites →https://doi.org/10.1109/waina.2014.40openalex-snapshot

Context-Aware Media Recommendations

inferredcites →https://doi.org/10.1142/9789813275355_0019openalex-snapshot

MoocRec.com: Massive Open Online Courses Recommender System

inferredcites →https://doi.org/10.1145/2339530.2339730openalex-snapshot

Cross-domain collaboration recommendation

inferredcites →https://doi.org/10.1145/2959100.2959133openalex-snapshot

Domain-Aware Grade Prediction and Top-n Course Recommendation

inferredcites →https://doi.org/10.1145/3012430.3012546openalex-snapshot

Open assessment resources recommendation for competence assessment

inferredcites →https://doi.org/10.1145/3055635.3056592openalex-snapshot

Intelligent Digital Learning

inferredcites →https://doi.org/10.1145/3178158.3178163openalex-snapshot

Implementing an individualized recommendation system using latent semantic analysis

inferredcites →https://doi.org/10.1145/3207677.3278071openalex-snapshot

Research Overview of Educational Recommender Systems

inferredcites →https://doi.org/10.1145/3243082.3243094openalex-snapshot

Filtering Graduate Courses based on LinkedIn Profiles

inferredcites →https://doi.org/10.1145/3298689.3347030openalex-snapshot

Time slice imputation for personalized goal-based recommendation in higher education

inferredcites →https://doi.org/10.1145/3303772.3303814openalex-snapshot

Goal-based Course Recommendation

inferredcites →https://doi.org/10.1145/3328778.3372586openalex-snapshot

Supporting Student Success in Computing Courses Through Personalized Peer Advice

inferredcites →https://doi.org/10.1145/3357384.3357995openalex-snapshot

Exploring Multi-Objective Exercise Recommendations in Online Education Systems

inferredcites →https://doi.org/10.1145/3366423.3380236openalex-snapshot

Personalized Employee Training Course Recommendation with Career Development Awareness

inferredcites →https://doi.org/10.1145/3369114.3369157openalex-snapshot

Toward a Deep Recommender System for MOOCs Platforms

inferredcites →https://doi.org/10.1145/3375462.3375524openalex-snapshot

Designing for serendipity in a university course recommendation system

inferredcites →https://doi.org/10.1145/3393527.3393550openalex-snapshot

A MOOC Courses Recommendation System Based on Learning Behaviours

inferredcites →https://doi.org/10.1145/3397271.3401057openalex-snapshot

Attentional Graph Convolutional Networks for Knowledge Concept Recommendation in MOOCs in a Heterogeneous View

inferredcites →https://doi.org/10.1145/3411681.3412951openalex-snapshot

Online Teaching Platform Based on Big Data Recommendation System

inferredcites →https://doi.org/10.1145/3417188.3417211openalex-snapshot

A Hybrid Model for E-Learning Resources Recommendations in the Developing Countries

inferredcites →https://doi.org/10.1145/3419604.3419619openalex-snapshot

Recommender System to Support MOOCs Teachers

inferredcites →https://doi.org/10.1145/963770.963772openalex-snapshot

Evaluating collaborative filtering recommender systems

inferredcites →https://doi.org/10.1155/2020/6619249openalex-snapshot

Course Recommendations in Online Education Based on Collaborative Filtering Recommendation Algorithm

inferredcites →https://doi.org/10.1186/s13643-020-01542-zopenalex-snapshot

PRISMA-S: an extension to the PRISMA Statement for Reporting Literature Searches in Systematic Reviews

inferredcites →https://doi.org/10.1186/s40537-019-0169-4openalex-snapshot

Large-scale e-learning recommender system based on Spark and Hadoop

inferredcites →https://doi.org/10.1186/s41239-020-00219-wopenalex-snapshot

Recommender systems to support learners’ Agency in a Learning Context: a systematic review

inferredcites →https://doi.org/10.18280/isi.250502openalex-snapshot

An Effective Recommendation System to Forecast the Best Educational Program Using Machine Learning Classification Algorithms

inferredcites →https://doi.org/10.18421/tem93-41openalex-snapshot

Contextual Information Retrieval within Recommender System: Case Study "E-learning System"

inferredcites →https://doi.org/10.20868/upm.thesis.23087openalex-snapshot

Improving Collaborative Filtering Based Recommender Systems Using Pareto Dominance

inferredcites →https://doi.org/10.21125/iceri.2016.0595openalex-snapshot

PERSONALISED LEARNING SYSTEM BASED ON STUDENTS’ LEARNING STYLES AND APPLICATION OF INTELLIGENT TECHNOLOGIES

inferredcites →https://doi.org/10.22323/1.293.0003openalex-snapshot

Occupation recommendation with major programs for adolescents

inferredcites →https://doi.org/10.25300/misq/2018/13770openalex-snapshot

Recommending Remedial Learning Materials to Students by Filling Their Knowledge GAPS1

inferredcites →https://doi.org/10.26599/tst.2019.9010014openalex-snapshot

Enhanced learning resource recommendation based on online learning style model

inferredcites →https://doi.org/10.3390/app10134638openalex-snapshot

Examining the Usefulness of Quality Scores for Generating Learning Object Recommendations in Repositories of Open Educational Resources

inferredcites →https://doi.org/10.3390/informatics4040040openalex-snapshot

A Proposed Business Intelligent Framework for Recommender Systems

inferredcites →https://doi.org/10.35362/rie7501255openalex-snapshot

Aprendizaje a lo largo de la vida. Concepto y componentes

inferredcites →https://doi.org/10.3991/ijet.v12i06.6610openalex-snapshot

Towards an Intelligent Hybrid Recommendation System for E-Learning Platforms Using Data Mining

inferredcites →https://doi.org/10.5220/0005641102740280openalex-snapshot

Development and System Assessment of Learning Object Recommendation based on Competency - RecOAComp

inferredcites →https://doi.org/10.5220/0006312606000609openalex-snapshot

The Use of Time Dimension in Recommender Systems for Learning

inferredcites →https://doi.org/10.5220/0006318803470354openalex-snapshot

A Course Recommender System based on Graduating Attributes

inferredcites →https://doi.org/10.5220/0009420300960104openalex-snapshot

Labour Market Information Driven, Personalized, OER Recommendation System for Lifelong Learners

inferredcites →https://doi.org/10.5815/ijmecs.2020.01.04openalex-snapshot

Research Supervisor Recommendation System Based on Topic Conformity

What points at this work

Incoming claims: where this work appears in other papers’ reference lists and arguments.

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A meta review of programming and robotics in schools

inferred← citeshttps://doi.org/10.1007/978-3-031-11647-6_101openalex-snapshot

A Conversational Recommender System for Exploring Pedagogical Design Patterns

inferred← citeshttps://doi.org/10.1007/978-3-031-34433-6_17openalex-snapshot

EUD Strategy in the Education Field for Supporting Teachers in Creating Digital Courses

inferred← citeshttps://doi.org/10.1007/978-3-031-60606-9_1openalex-snapshot

Qualitative User-Centered Requirements Analysis for a Recommender System for a Project Portfolio Platform in Higher Education Institutions

inferred← citeshttps://doi.org/10.1007/978-3-031-61000-4_3openalex-snapshot

Incorporating Behavioral Recommendations Mined from Event Logs into AI Planning

inferred← citeshttps://doi.org/10.1007/978-3-031-71429-0_2openalex-snapshot

Personalized E-Learning Recommender System Using Machine Learning

inferred← citeshttps://doi.org/10.1007/978-3-031-74491-4_60openalex-snapshot

The Impact of E-Learning Recommendation System on Student Autonomy, Engagement, and Learning Effectiveness

inferred← citeshttps://doi.org/10.1007/978-3-031-79086-7_14openalex-snapshot

New Recommendation E-Learning System Architecture Using the Collaborative Filtering for Cold-Start Problem

inferred← citeshttps://doi.org/10.1007/978-3-031-95365-1_2openalex-snapshot

AI, Explainable AI and Evaluative AI: Informed Data-Driven Decision-Making in Education

inferred← citeshttps://doi.org/10.1007/978-3-031-98476-1_11openalex-snapshot

LLaMa-Based Personalized Learning: Fine-Tuning Generative AI in Educational Recommendations

inferred← citeshttps://doi.org/10.1007/978-3-032-01536-5_44openalex-snapshot

Towards a Dynamic Knowledge Graph for Academic Orientation: A Comparative Study of Update Approaches

inferred← citeshttps://doi.org/10.1007/978-3-032-07785-1_19openalex-snapshot

Intelligent Tutoring Systems: Comparative Analysis of Pedagogical Parameters and Deep Learning Model Selection for Skill Enhancement

inferred← citeshttps://doi.org/10.1007/978-3-032-15638-9_17openalex-snapshot

User Fairness in Recommender Systems Using Beyond-Accuracy Basket Quality Metrics

inferred← citeshttps://doi.org/10.1007/978-3-032-17190-0_18openalex-snapshot

Artificial Intelligence in Preschool Education and Primary Education

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Low-Resource Course Recommendation for Professional Training Associations

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Evaluating the Effectiveness of Sequential Recommendation Models for Programming Exercise Recommendation

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Adaptives Training als Unterstützung des digitalen Selbststudiums

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ITCareerBot: A Personalized Career Counselling Chatbot

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A Knowledge Graph-Based Approach for Personalized Course and Curriculum Path Recommendation

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Course Recommendation System Design Using Advanced AI

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Knowledge-Aware Self-supervised Educational Resources Recommendation

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Elective Course Recommendation System Using SVD Algorithm

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A Comprehensive Review of Context-Aware Recommender Systems in Education

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Explainable course recommendation with knowledge graphs: a comparative audit of diverse modeling paradigms

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Evaluating the user’s experience, adaptivity and learning outcomes of a fuzzy-based intelligent tutoring system for computer programming for academic students in Greece

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Assessing the impact of ethical aspects of recommendation systems on student trust and engagement in E-learning platforms: A multifaceted investigation

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Empowering Digital Parenting: Evaluating Performance and Usability of Mobile Recommendation Systems for Parent Education

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Aggregated Relative Similarity (ARS): a novel similarity measure for improved personalised learning recommendation using hybrid filtering approach

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Learner’s intention analysis to mitigate the cold start problem in personalized learning recommendation systems

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Design of a conversational recommender system in education

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Uncovering University Application Patterns Through Graph Representation Learning

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From profiles to pathways: machine learning prediction of course preferences in Turkish adult education

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Leveraging machine learning to predict academic success: a literature review and bibliometric trend analysis

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A Review of Data Mining in Personalized Education: Current Trends and Future Prospects

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Current Trends and Future Prospects of Large-Scale Foundation Model in K-12 Education

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Reinforcement learning based trustworthy recommendation model for digital twin-driven decision-support in manufacturing systems

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Outranking Relations based Multi-criteria Recommender System for Analysis of Health Risk using Multi-objective Feature Selection Approach

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Use of recommendation models to provide support to dyslexic students

inferred← citeshttps://doi.org/10.1016/j.hcc.2024.100228openalex-snapshot

Unsupervised machine learning approach for tailoring educational content to individual student weaknesses

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Beyond the average: A machine learning typology for differentiated foundational learning in Somaliland

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Enhancing user information disclosure intention in dynamic conversations of intelligent recommendation systems based on large language models: A perspective of user gratification and privacy calculus

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A lifecycle-based household recommendation system: From product recycling to purchasing

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Dynamic integration of preference and knowledge status for knowledge concept recommendation

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Discovering action insights from large-scale assessment log data using machine learning

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Intelligent deep learning model for recommending ideological and political music education resources

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Deep learning-based multi-criteria recommender system for technology-enhanced learning

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Recommendation system for determining learning strategies using collaborative filtering techniques

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A Robust XACT 2 NN and ZGFR-Based Cultural Multi Linguistic-Aware Higher Educational Course Recommendation System

inferred← citeshttps://doi.org/10.1080/08839514.2023.2189669openalex-snapshot

An Adaptive High Reasoning Educational Interpretable Evaluation Model for Children’s Literature Based on an Intelligent Library System

inferred← citeshttps://doi.org/10.1080/0965254x.2025.2564728openalex-snapshot

Temporal dynamics of user preferences in learning content recommendation systems using SCL1-LSTM technique

inferred← citeshttps://doi.org/10.1080/10447318.2023.2297330openalex-snapshot

Promoting Stress Management among Students in Higher Education: Evaluating the Effectiveness of a Persuasive Time Management Mobile App

inferred← citeshttps://doi.org/10.1080/10494820.2023.2266469openalex-snapshot

Recommender systems facilitate aesthetic experience accumulation in informal learning environments – a study from China

inferred← citeshttps://doi.org/10.1109/access.2022.3228957openalex-snapshot

A Course Teacher Recommendation Method Based on an Improved Weighted Bipartite Graph and Slope One

inferred← citeshttps://doi.org/10.1109/access.2023.3338705openalex-snapshot

User Cold Start Problem in Recommendation Systems: A Systematic Review

inferred← citeshttps://doi.org/10.1109/access.2024.3369901openalex-snapshot

A Digital Recommendation System for Personalized Learning to Enhance Online Education: A Review

inferred← citeshttps://doi.org/10.1109/access.2024.3381032openalex-snapshot

Personalized Career-Path Recommendation Model for Information Technology Students in Indonesia

inferred← citeshttps://doi.org/10.1109/access.2025.3574246openalex-snapshot

A Comprehensive Content-Based Recommendation System for Programming Problems Through Multi-Faceted Code Analysis

inferred← citeshttps://doi.org/10.1109/access.2025.3626692openalex-snapshot

TEMUL: Tensor-Based Deep Learning Approach for Multi-Criteria Recommender System

inferred← citeshttps://doi.org/10.1109/amcai66110.2025.11474317openalex-snapshot

Ontology-Driven Personalized Recommendation of Open Educational Resources: Modeling User Profiles and Learning Needs

inferred← citeshttps://doi.org/10.1109/ccac58200.2023.10333617openalex-snapshot

Recommender System for enrollment advice of elective courses for students of Electronic Engineering and Telecommunications Engineering from UNAD

inferred← citeshttps://doi.org/10.1109/compsac57700.2023.00027openalex-snapshot

Personalizing Student Graduation Paths Using Expressed Student Interests

inferred← citeshttps://doi.org/10.1109/compsac61105.2024.00028openalex-snapshot

Learning from the Past: Using Peer Data to Improve Course Recommendations in Personalized Education

inferred← citeshttps://doi.org/10.1109/conit61985.2024.10626755openalex-snapshot

Collaborative Filtering Based Module Recommendation To Boost Learners Achievement

inferred← citeshttps://doi.org/10.1109/dessert61349.2023.10416450openalex-snapshot

Model of the Dynamics of the State of Educational Content Recommender System

inferred← citeshttps://doi.org/10.1109/educon62633.2025.11016659openalex-snapshot

A User-Centric Evaluation of a Continuing Education Course Recommender System

inferred← citeshttps://doi.org/10.1109/iccca66364.2025.11325572openalex-snapshot

A Novel Hybrid AI Framework for Career Path Recommendation Integrating SBERT Semantic Matching and TabTransformer for Structured Data

inferred← citeshttps://doi.org/10.1109/iccces62661.2026.11436323openalex-snapshot

FPE - AT: Faculty Performance Evaluation AI Tool Using a Reinforcement Learning Based System

inferred← citeshttps://doi.org/10.1109/iccmc56507.2023.10083579openalex-snapshot

A Comparative Study on Specialization Courses Recommendation Through E-Learning using Classification Algorithms

inferred← citeshttps://doi.org/10.1109/icecco58239.2023.10147152openalex-snapshot

A Matrix Factorization-based Collaborative Filtering Framework for Course Recommendations in Higher Education

inferred← citeshttps://doi.org/10.1109/iceic64972.2025.10879703openalex-snapshot

Enhancing Collaborative Filtering Algorithm Based on Time Information

inferred← citeshttps://doi.org/10.1109/icemis56295.2022.9914351openalex-snapshot

Development of an intellectual model of personalized learning

inferred← citeshttps://doi.org/10.1109/icenit61951.2024.00041openalex-snapshot

Optimization of a Business English Tutoring System Based on Intelligent Recommendation Algorithms and Multimodal Data Analysis

inferred← citeshttps://doi.org/10.1109/iciccs53718.2022.9788466openalex-snapshot

Study of Video Suggestions based on Calendar Events

inferred← citeshttps://doi.org/10.1109/icidml69845.2025.00015openalex-snapshot

Art Student Enrollment Flow Prediction Model Based on Graph Attention Network with Temporal Features

inferred← citeshttps://doi.org/10.1109/ickg66886.2025.00041openalex-snapshot

KIMV: Enhancing Entity Disambiguation with a Knowledge-Integrated Multi-View Encoder

inferred← citeshttps://doi.org/10.1109/icoei56765.2023.10126063openalex-snapshot

Course Recommendation System using Content-based Filtering

inferred← citeshttps://doi.org/10.1109/icrito56286.2022.9965009openalex-snapshot

A Nobel Approach to Recommend Online Courses by using Hybrid Recommendation System

inferred← citeshttps://doi.org/10.1109/icscan62807.2024.10893985openalex-snapshot

AI-Enhanced Career Guidance and Aptitude Testing for Higher Education

inferred← citeshttps://doi.org/10.1109/icsss54381.2022.9782288openalex-snapshot

Personalized Music Recommendation model based on Machine Learning

inferred← citeshttps://doi.org/10.1109/iiai-aai63651.2024.00049openalex-snapshot

A Teaching Materials Recommendation System Considering Individual Characteristics

inferred← citeshttps://doi.org/10.1109/inc465408.2025.11256220openalex-snapshot

An Effective Collaborative Filtering Technique Using Single Value Decomposition for Book Recommendation

inferred← citeshttps://doi.org/10.1109/inista59065.2023.10310521openalex-snapshot

Towards a Quality-Driven and Ontology-Based Recommender Framework for Open Educational Resources

inferred← citeshttps://doi.org/10.1109/iscait64916.2025.11010687openalex-snapshot

The Research on College Student Employment Recommendation Method by Integrating Temporal Text and Collaborative Filtering

inferred← citeshttps://doi.org/10.1109/mscc62288.2024.10697042openalex-snapshot

Intelligent Recommendation Systems: Literature Review on Recommendation Techniques and Their Use in Education

inferred← citeshttps://doi.org/10.1109/mwscas60917.2024.10658914openalex-snapshot

Reasonable Sense of Direction: Making Course Recommendations Understandable with LLMs

inferred← citeshttps://doi.org/10.1109/oidt59407.2024.11082718openalex-snapshot

Design and Evaluate Collaborative Filtering as a Recommender System for Investors

inferred← citeshttps://doi.org/10.1109/peeec67807.2025.00115openalex-snapshot

Research on English Education Intelligent Recommendation System Based on Deep Reinforcement Learning

inferred← citeshttps://doi.org/10.1109/raai64504.2024.10949529openalex-snapshot

Harnessing Diversity and Novelty Metrics in Evaluating Course Recommender Systems via a Machine Learning Approach

inferred← citeshttps://doi.org/10.1109/sceecs57921.2023.10063125openalex-snapshot

Hybrid and Classical Models of Recommendation Systems- A Review

inferred← citeshttps://doi.org/10.1109/tkde.2025.3639434openalex-snapshot

Attacks and Detections in Recommender Systems: A Comprehensive Analysis for Models, Progresses, and Trends

inferred← citeshttps://doi.org/10.1109/tlt.2023.3242712openalex-snapshot

Pedagogical Interventions in SPOCs: Learning Behavior Dashboards and Knowledge Tracing Support Exercise Recommendation

inferred← citeshttps://doi.org/10.1109/tlt.2023.3273422openalex-snapshot

Investigating the Use of Deep Learning and Implicit Feedback in K12 Educational Recommender Systems

inferred← citeshttps://doi.org/10.1109/wi-iat62293.2024.00139openalex-snapshot

A Course Recommendation Model Rooted in Heterogeneous Information Networks for Meta-Learning

inferred← citeshttps://doi.org/10.1111/exsy.70269openalex-snapshot

Research on Memory Algorithm Based on Time Series Model and Reinforcement Learning

inferred← citeshttps://doi.org/10.1142/s0129156425404097openalex-snapshot

Construction of an Intelligent Alumni Network Platform and Research on Alumni Interaction

inferred← citeshttps://doi.org/10.1142/s146902682650032xopenalex-snapshot

Transfer Learning-Based Campus Data-Driven Prediction and Service System

inferred← citeshttps://doi.org/10.1145/3531073.3531129openalex-snapshot

Extended UTAUT model to analyze the acceptance of virtual assistant’s recommendations using interactive visualisations

inferred← citeshttps://doi.org/10.1145/3580305.3599429openalex-snapshot

Meta Multi-agent Exercise Recommendation: A Game Application Perspective

inferred← citeshttps://doi.org/10.1145/3625289openalex-snapshot

A Joint Study of the Challenges, Opportunities, and Roadmap of MLOps and AIOps: A Systematic Survey

inferred← citeshttps://doi.org/10.1145/3631700.3665229openalex-snapshot

Knowledge Graph-Based Recommendation System for Personalized E-Learning

inferred← citeshttps://doi.org/10.1145/3636555.3636903openalex-snapshot

Extracting Course Similarity Signal using Subword Embeddings

inferred← citeshttps://doi.org/10.1145/3639063openalex-snapshot

Data Scarcity in Recommendation Systems: A Survey

inferred← citeshttps://doi.org/10.1145/3640457.3688022openalex-snapshot

Explainable and Faithful Educational Recommendations through Causal Language Modelling via Knowledge Graphs

inferred← citeshttps://doi.org/10.1145/3656650.3656664openalex-snapshot

Advancing the Integration of Artificial Intelligence in Meta-Design

inferred← citeshttps://doi.org/10.1145/3697467.3697649openalex-snapshot

WEB Content Recommendation Algorithms in Distance Education

inferred← citeshttps://doi.org/10.1145/3699682.3728323openalex-snapshot

Can Path-Based Explainable Recommendation Methods based on Knowledge Graphs Generalize for Personalized Education?

inferred← citeshttps://doi.org/10.1145/3703187.3703194openalex-snapshot

A Group Tourism Recommendation Method Based on User Preference and Attraction Popularity

inferred← citeshttps://doi.org/10.1145/3711896.3737043openalex-snapshot

Measure Domain's Gap: A Similar Domain Selection Principle for Multi-Domain Recommendation

inferred← citeshttps://doi.org/10.1145/3721987openalex-snapshot

Mirror, Mirror: Exploring Stereotype Presence Among Top-N Recommendations That May Reach Children

inferred← citeshttps://doi.org/10.1145/3746252.3761258openalex-snapshot

Collaborative Interest Mining Network for Knowledge Graph-based Recommendation

inferred← citeshttps://doi.org/10.1145/3746648openalex-snapshot

Recommender Systems for Good (RS4Good): Survey of Use Cases and a Call to Action for Research that Matters

inferred← citeshttps://doi.org/10.1145/3801961openalex-snapshot

Large Language Models for Combinatorial Optimization: A Systematic Review

inferred← citeshttps://doi.org/10.1155/2022/1313711openalex-snapshot

[Retracted] Personalized Education Based on Hybrid Intelligent Recommendation System

inferred← citeshttps://doi.org/10.1155/2022/7228833openalex-snapshot

The Recommendation System of Innovation and Entrepreneurship Education Resources in Universities Based on Improved Collaborative Filtering Model

inferred← citeshttps://doi.org/10.1186/s41239-023-00436-zopenalex-snapshot

A meta systematic review of artificial intelligence in higher education: a call for increased ethics, collaboration, and rigour

inferred← citeshttps://doi.org/10.1186/s41239-024-00492-zopenalex-snapshot

The International Journal of Educational Technology in Higher Education: content and authorship analysis 2010–2024

inferred← citeshttps://doi.org/10.1344/der.2026.48.224-238openalex-snapshot

Implementing a Recommendation System to Predict Course Selection for Higher Education

inferred← citeshttps://doi.org/10.1515/icom-2026-0011openalex-snapshot

Towards an educational infrastructure for lifelong learning: from institutional silos to networked ecosystems

inferred← citeshttps://doi.org/10.17323/2587-814x.2022.2openalex-snapshot

inferred← citeshttps://doi.org/10.17323/2587-814x.2022.2.21.35openalex-snapshot

The development of a model for the personalized learning path using machine learning methods

inferred← citeshttps://doi.org/10.18267/j.aip.280openalex-snapshot

ResNetMF: Improving Recommendation Accuracy and Speed with Matrix Factorization Enhanced by Residual Networks

inferred← citeshttps://doi.org/10.20473/jisebi.8.1.91-99openalex-snapshot

Academic Recommender System Using Engagement Advising and Backward Chaining Model

inferred← citeshttps://doi.org/10.20944/preprints202306.2195.v1openalex-snapshot

Using the LabVIEW Simulation Program to Design and Determine the Characteristics of the Amplifiers

inferred← citeshttps://doi.org/10.20944/preprints202310.0302.v1openalex-snapshot

ResNetMF: Enhancing Recommendation Systems with Residual Network Matrix Factorization

inferred← citeshttps://doi.org/10.21608/jinfo.2024.368237openalex-snapshot

فاعلية برنامج قائم على تقنيات الذكاء الاصطناعي في تنمية جدارات البحث العلمي لدى طالبات الدراسات العليا

inferred← citeshttps://doi.org/10.2174/9798898813666126010014openalex-snapshot

References

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Recommender Systems in Health Professions Education: Protocol for a Scoping Review

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Recommender Systems in Health Professions Education (HPE): A Scoping Review (Preprint)

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Application of deep learning-based personalized learning path prediction and resource recommendation for inheriting scientist spirit in graduate education

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Personalized Learning through Artificial Intelligence: Opportunities, Risks, and Policy Perspectives

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Research on Intelligent Recommendation of Teaching Resources for Civics and Political Science Courses for Smart Education Platforms

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Research on the Design of Intelligent Recommendation System for Civic and Political Education Content and the Effectiveness Assessment of Students’ Acceptance

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Recommender systems in education: A literature review and bibliometric analysis

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Search Engine Repository for the Personalization of Learning for University Students: A Case Study in Guadalajara, Mexico

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Enhancing E-Commerce with Big Data: From Browsing to Buying Through Recommendation Systems

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Optimization and Implementation of Resource Recommendation System for Integration of Enterprises with Vocational Schools and Universities Based on Collaborative Filtering Algorithm

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Recommenders for Improved Lesson Planning in Formal Education

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Implementation of Recommendation Systems in Determining Learning Strategies Using the Naïve Bayes Classifier Algorithm

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Multiscale remote sensing methods for monitoring wetland ecosystem dynamics and crop development

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Enhancing phase change thermal energy storage material properties prediction with digital technologies

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Personalized sports recommendation systems using robotic-assisted techniques in urologic oncology recovery

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Economic implications of artificial intelligence-driven recommended systems in healthcare: a focus on neurological disorders

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Artificial Intelligence for Personalized Marketing in Digital Learning Platforms: Trade-Offs Across Neighborhood, Behaviorally Segmented, and Neural Recommender Models

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State-of-the-Art Survey on Deep Learning-Based Recommender Systems for E-Learning

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Recommender System for University Degree Selection: A Socioeconomic and Standardised Test Data Approach

inferred← citeshttps://doi.org/10.3390/asi5030053openalex-snapshot

WOJR: A Recommendation System for Providing Similar Problems to Programming Assignments

inferred← citeshttps://doi.org/10.3390/chips3020004openalex-snapshot

Using the LabVIEW Simulation Program to Design and Determine the Characteristics of Amplifiers

inferred← citeshttps://doi.org/10.3390/computers14090353openalex-snapshot

An Intelligent Hybrid AI Course Recommendation Framework Integrating BERT Embeddings and Random Forest Classification

inferred← citeshttps://doi.org/10.3390/educsci14070723openalex-snapshot

Recommender Systems for Teachers: A Systematic Literature Review of Recent (2011–2023) Research

inferred← citeshttps://doi.org/10.3390/electronics11081190openalex-snapshot

Using LinkedIn Endorsements to Reinforce an Ontology and Machine Learning-Based Recommender System to Improve Professional Skills

inferred← citeshttps://doi.org/10.3390/electronics12061477openalex-snapshot

A Graph Neural Network Social Recommendation Algorithm Integrating the Multi-Head Attention Mechanism

inferred← citeshttps://doi.org/10.3390/electronics12092051openalex-snapshot

Learning Peer Recommendation Based on Weighted Heterogeneous Information Networks on Online Learning Platforms

inferred← citeshttps://doi.org/10.3390/electronics13020302openalex-snapshot

MultArtRec: A Multimodal Neural Topic Modeling for Integrating Image and Text Features in Artwork Recommendation

inferred← citeshttps://doi.org/10.3390/electronics14020255openalex-snapshot

KG-PLPPM: A Knowledge Graph-Based Personal Learning Path Planning Method Used in Online Learning

inferred← citeshttps://doi.org/10.3390/fi18010001openalex-snapshot

An Intelligent Software Architecture for Digital Library Systems in Sustainable Education

inferred← citeshttps://doi.org/10.3390/info13100499openalex-snapshot

Natural Language Processing Techniques for Text Classification of Biomedical Documents: A Systematic Review

inferred← citeshttps://doi.org/10.3390/info14090505openalex-snapshot

Enhancing Personalized Educational Content Recommendation through Cosine Similarity-Based Knowledge Graphs and Contextual Signals

inferred← citeshttps://doi.org/10.3390/info17040333openalex-snapshot

An Intelligent Management Framework for Cooperative Digital Library Systems

inferred← citeshttps://doi.org/10.3390/informatics13060081openalex-snapshot

Optimizing Academic Trajectories: A Multi-Dimensional Psychometric Recommender System for Student Career Guidance

inferred← citeshttps://doi.org/10.3390/jintelligence10020032openalex-snapshot

Intelligent Academic Specialties Selection in Higher Education for Ukrainian Entrants: A Recommendation System

inferred← citeshttps://doi.org/10.3390/make8100316openalex-snapshot

CASPER-O: An Occupation-Aware Knowledge-Guided Framework for Career-Aligned Course Recommendation

inferred← citeshttps://doi.org/10.3390/su141811682openalex-snapshot

Power to the Learner: Towards Human-Intuitive and Integrative Recommendations with Open Educational Resources

inferred← citeshttps://doi.org/10.3390/su15129758openalex-snapshot

Dynamic Multi-Criteria Decision Making of Graduate Admission Recommender System: AHP and Fuzzy AHP Approaches

inferred← citeshttps://doi.org/10.3390/technologies14070438openalex-snapshot

Comparative Analysis of Local Large Language Models for Ranking Higher Education Programmes Based on Applicant Digital Profiles

inferred← citeshttps://doi.org/10.3897/jucs.90528openalex-snapshot

AI-Based Adaptive Learning: A Systematic Mapping of the Literature

inferred← citeshttps://doi.org/10.3991/ijim.v16i18.32197openalex-snapshot

Systematic Literature Review on Open Educational Resources Recommender Systems

inferred← citeshttps://doi.org/10.4018/979-8-2600-0101-1.ch001openalex-snapshot

Agentic AI in Education

inferred← citeshttps://doi.org/10.4018/979-8-2600-0487-6.ch004openalex-snapshot

AI-Driven Recommender Systems for Personalized Entrepreneurial Learning in Startup Education

inferred← citeshttps://doi.org/10.4018/979-8-3373-0740-4.ch006openalex-snapshot

Recommendation System in the Educational Context

inferred← citeshttps://doi.org/10.4018/ijitsa.393877openalex-snapshot

Intelligent Screening and Precise Push Model of AI Educational Resources Based on Deep Learning Algorithm

inferred← citeshttps://doi.org/10.4018/ijitsa.395338openalex-snapshot

The Data Mining Technology for Integration of Ideological and Political Information Based on Artificial Intelligence and Deep Learning

inferred← citeshttps://doi.org/10.4018/ijswis.413707openalex-snapshot

CR4PD Course Recommendations for Professional Development in Thailand's Qualification Framework

inferred← citeshttps://doi.org/10.5220/0012045300003470openalex-snapshot

EMBEDD-ER: EMBEDDing Educational Resources Using Linked Open Data

inferred← citeshttps://doi.org/10.5220/0012745000003693openalex-snapshot

ConstrucTED: Constructing Tailored Educational Datasets from Online Courses

inferred← citeshttps://doi.org/10.54097/sj8wja76openalex-snapshot

MKG-Driven Student-Resource Matching & Adaptive Intervention System: A Framework for Reducing Conceptual Errors and Enhancing Engagement via Multimodal Learning Analytics

inferred← citeshttps://doi.org/10.56211/sudo.v5i3.1939openalex-snapshot

Sistem Pendukung Keputusan Pemilihan Program Studi Berbasis Naive Bayes dengan Likelihood Pakar dan Kuesioner Minat

inferred← citeshttps://doi.org/10.56294/mw2024513openalex-snapshot

Integrating Natural Language Processing in Medical Information Science for Clinical Text Analysis

inferred← citeshttps://doi.org/10.5753/sbie.2024.243443openalex-snapshot

ISA: Um Sistema para Identificação e Suporte às Dificuldades Acadêmicas de Estudantes no Ensino Superior

inferred← citeshttps://doi.org/10.5772/intechopen.1006664openalex-snapshot

Distance Learning Using Machine Learning in the Future of Digital Interaction

inferred← citeshttps://doi.org/10.5772/intechopen.1012987openalex-snapshot

Personalized Learning with AI: Adapting Education to Learners’ Needs

inferred← citeshttps://doi.org/10.5815/ijisa.2023.05.03openalex-snapshot

An Enhanced Approach to Recommend Data Structures and Algorithms Problems Using Content-based Filtering

inferred← citeshttps://doi.org/10.5897/err2023.4313openalex-snapshot

An analysis of student decision making for educational recommender systems

inferred← citeshttps://doi.org/10.59994/ajbtme.2025.1.1openalex-snapshot

Recommender System for Smart University Registration System

inferred← citeshttps://doi.org/10.6018/rie.622611openalex-snapshot

La orientación educativa en Educación Secundaria desde la perspectiva del alumnado, tutores y orientadores.

inferred← citeshttps://doi.org/10.70675/2d6de5b4z1dfcz4480za4e2z4998f0da76baopenalex-snapshot

Maximizing students' engagement through effort-based recommendations

inferred← citeshttps://doi.org/10.9728/dcs.2026.27.4.1047openalex-snapshot

An Integrated Design Framework for AI-Based Learning Support Systems Based on Cross-Case Analyses

Editorial review for independent work. ICSAC — the Institute for Complexity Science and Advanced Computing — runs a structured editorial panel for researchers publishing outside journals, and publishes on CiteStamp rails. Submission is free and goes through ORCID: icsacinstitute.org/submit.