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Systematic Review of Recommendation Systems for Course Selection
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What this work says
Outgoing claims: the papers this work cites, builds on, or argues with.
inferredcites →https://doi.org/10.1016/j.knosys.2019.105385openalex-snapshot
Helping university students to choose elective courses by using a hybrid multi-criteria recommendation system with genetic optimization
inferredcites →https://doi.org/10.1016/j.knosys.2020.106732openalex-snapshot
RBPR: A hybrid model for the new user cold start problem in recommender systems
inferredcites →https://doi.org/10.1016/j.procs.2015.09.097openalex-snapshot
A New Framework for E Academic Advising
inferredcites →https://doi.org/10.1109/access.2019.2897979openalex-snapshot
A Score Prediction Approach for Optional Course Recommendation via Cross-User-Domain Collaborative Filtering
inferredcites →https://doi.org/10.1109/access.2019.2935417openalex-snapshot
On Recommendation of Learning Objects Using Felder-Silverman Learning Style Model
inferredcites →https://doi.org/10.1109/access.2020.3031572openalex-snapshot
Creating a Recommender System to Support Higher Education Students in the Subject Enrollment Decision
inferredcites →https://doi.org/10.1109/access.2021.3093563openalex-snapshot
Multiclass Prediction Model for Student Grade Prediction Using Machine Learning
inferredcites →https://doi.org/10.1109/citsm.2018.8674338openalex-snapshot
A Combination Of Multi Factor Evaluation Process (MFEP) And The Distance To The Ideal Alternative (DIA) Methods For Majors Selection And Scholarship Recipients In SMAN 2 Tasikmalaya
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/csitss.2018.8768755openalex-snapshot
Course Recommendations In Moocs : Techniques And Evaluation
inferredcites →https://doi.org/10.1109/deep-ml.2019.00018openalex-snapshot
A Collaborative Recommendation System for Online Courses Recommendations
inferredcites →https://doi.org/10.1109/dsaa.2017.18openalex-snapshot
A Collaborative Filtering-Based Two Stage Model with Item Dependency for Course Recommendation
inferredcites →https://doi.org/10.1109/dsaa.2019.00014openalex-snapshot
Grade Prediction with Neural Collaborative Filtering
inferredcites →https://doi.org/10.1109/educon.2019.8725237openalex-snapshot
Machine Learning-based Predictive Analytics of Student Academic Performance in STEM Education
inferredcites →https://doi.org/10.1109/eleltech.2017.8074993openalex-snapshot
Recommender system for big data in education
inferredcites →https://doi.org/10.1109/gucon48875.2020.9231074openalex-snapshot
Skill Based Course Recommendation System
inferredcites →https://doi.org/10.1109/icaccs54159.2022.9785353openalex-snapshot
Course Recommendation System: Collaborative Filtering, Machine Learning and Topic Modelling
inferredcites →https://doi.org/10.1109/icbase53849.2021.00030openalex-snapshot
Research on Personalized Learning Route Model Based on Improved Collaborative Filtering Algorithm
inferredcites →https://doi.org/10.1109/icbda.2017.8078708openalex-snapshot
The application of association rules and interestingness in course selection system
inferredcites →https://doi.org/10.1109/icbdie50010.2020.00115openalex-snapshot
Improved course recommendation algorithm based on collaborative filtering
inferredcites →https://doi.org/10.1109/icccbda51879.2021.9442575openalex-snapshot
Research on Online Course Recommendation Model Based on Improved Collaborative Filtering Algorithm
inferredcites →https://doi.org/10.1109/iccsea49143.2020.9132845openalex-snapshot
A course recommendation system based on grades
inferredcites →https://doi.org/10.1109/icdm.2019.00199openalex-snapshot
Constrained Matrix Factorization for Course Score Prediction
inferredcites →https://doi.org/10.1109/iceca52323.2021.9675992openalex-snapshot
Course Recommendation System in Social Learning Network (SLN) Using Hybrid Filtering
inferredcites →https://doi.org/10.1109/icectt50890.2020.00050openalex-snapshot
Research on the Application of Curriculum Knowledge Point Recommendation Algorithm Based on Learning Diagnosis Model
inferredcites →https://doi.org/10.1109/iceee55327.2022.9772526openalex-snapshot
A Framework of Prompting Intelligent System for Academic Advising Using Recommendation System Based on Association Rules
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/icitbs49701.2020.00159openalex-snapshot
Application of Personalized Recommendation Technology in MOOC System
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/icscee.2018.8538434openalex-snapshot
Educational Data Mining: Classifier Comparison for the Course Selection Process
inferredcites →https://doi.org/10.1109/icsct53883.2021.9642633openalex-snapshot
Profile Based Course Recommendation System Using Association Rule Mining and Collaborative Filtering
inferredcites →https://doi.org/10.1109/icssd47982.2019.9003154openalex-snapshot
Dynamic Peer Recommendation System based on Trust Model for sustainable social tutoring in MOOCs
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/icssit53264.2022.9716450openalex-snapshot
Machine Learning based Prediction of Dropout Students from the Education University using SMOTE
inferredcites →https://doi.org/10.1109/icts52701.2021.9608182openalex-snapshot
InVesa 1.0: The Conceptual Framework of Interactive Virtual Academic Advisor System based on Psychological Profiles
inferredcites →https://doi.org/10.1109/icvee54186.2021.9648844openalex-snapshot
Matching User in Online Learning using Artificial Intelligence for Recommendation of Competition
inferredcites →https://doi.org/10.1109/inforino.2018.8581735openalex-snapshot
Computer Self-Testing of Students as an Element of Distance Learning Technologies that Increase Interest in the Study of General Physics Course
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/ismsit52890.2021.9604562openalex-snapshot
The Prediction of Student Grades Using Collaborative Filtering in a Course Recommender System
inferredcites →https://doi.org/10.1109/isriti54043.2021.9702788openalex-snapshot
Recommendation System for Elective Courses using Content-based Filtering and Weighted Cosine Similarity
inferredcites →https://doi.org/10.1109/mite.2018.8747128openalex-snapshot
Applying Predictive Analytics in Elective Course Recommender System while preserving Student Course Preferences
inferredcites →https://doi.org/10.1109/saupec/robmech/prasa48453.2020.9041147openalex-snapshot
A Prediction Model to Improve Student Placement at a South African Higher Education Institution
inferredcites →https://doi.org/10.1109/siie.2018.8586681openalex-snapshot
Collaborative Filtering based Course Recommender using OWA operators
inferredcites →https://doi.org/10.1109/tencon.2017.8228164openalex-snapshot
Similarity based regularization for online matrix-factorization problem: An application to course recommender systems
inferredcites →https://doi.org/10.1109/tsp.2016.2595495openalex-snapshot
Personalized Course Sequence Recommendations
inferredcites →https://doi.org/10.1109/ukrcon.2017.8100370openalex-snapshot
Exploring the vector space model for online courses
inferredcites →https://doi.org/10.1145/3303772.3303814openalex-snapshot
Goal-based Course Recommendation
inferredcites →https://doi.org/10.1145/3335484.3335541openalex-snapshot
Data Mining of Students' Course Selection Based on Currency Rules and Decision Tree
inferredcites →https://doi.org/10.1145/3437802.3437816openalex-snapshot
Implementing a Machine Learning Approach to Predicting Students’ Academic Outcomes
inferredcites →https://doi.org/10.1186/s13750-018-0115-5openalex-snapshot
Online tools supporting the conduct and reporting of systematic reviews and systematic maps: a case study on CADIMA and review of existing tools
inferredcites →https://doi.org/10.12930/0271-9517-26.1.32openalex-snapshot
Complex Partnerships: Self-authorship and Provocative Academic-Advising Practices
inferredcites →https://doi.org/10.15242/iie.e0314513openalex-snapshot
A Case based Reasoning System for Academic Advising in Egyptian Educational Institutions
inferredcites →https://doi.org/10.23919/eecsi48112.2019.8977047openalex-snapshot
Intelligent System for Recommending Study Level in English Language Course Using CBR Method
inferredcites →https://doi.org/10.23919/indiacom54597.2022.9763281openalex-snapshot
Course Recommendation using Domain-based Cluster Knowledge and Matrix Factorization
inferredcites →https://doi.org/10.3390/a9030047openalex-snapshot
A Hybrid Course Recommendation System by Integrating Collaborative Filtering and Artificial Immune Systems
inferredcites →https://doi.org/10.3390/educsci7040090openalex-snapshot
Academic Advising Systems: A Systematic Literature Review of Empirical Evidence
What points at this work
Incoming claims: where this work appears in other papers’ reference lists and arguments.
inferred← citeshttps://doi.org/10.1007/978-3-031-99001-4_7openalex-snapshot
Personalized Learning in Smart Education: The Role of Recommender System and ICT
inferred← citeshttps://doi.org/10.1007/978-3-032-10489-2_3openalex-snapshot
Empirical Comparison of Four Recommendation Models for Course Selection
inferred← citeshttps://doi.org/10.1007/978-981-95-0405-3_12openalex-snapshot
Personalized Academic Pathway Recommendation at the Program Level
inferred← citeshttps://doi.org/10.1007/978-981-96-8350-5_27openalex-snapshot
Smart and Personalized Course Selection and Recommendations to Help You Make the Best Choices
inferred← citeshttps://doi.org/10.1007/978-981-97-4152-6_30openalex-snapshot
An Efficient Framework for Student’s Club Recommender System Using Machine Learning Models
inferred← citeshttps://doi.org/10.1007/s12597-025-01053-2openalex-snapshot
Approaches to assigning courses to students: a systematic review of existing literature and emerging topics
inferred← citeshttps://doi.org/10.1016/j.chbah.2025.100199openalex-snapshot
The role of AI in shaping educational experiences in computer science: A systematic review
inferred← citeshttps://doi.org/10.1016/j.neunet.2025.107984openalex-snapshot
DRG: A dual relational graph framework for course recommendation
inferred← citeshttps://doi.org/10.1038/s41598-026-37712-7openalex-snapshot
Student elective course selection patterns and satisfaction determinants identified through educational data mining
inferred← citeshttps://doi.org/10.1080/1448837x.2025.2603675openalex-snapshot
Personalised higher education course recommendation system based on generative AI
inferred← citeshttps://doi.org/10.1109/aists66100.2025.11232752openalex-snapshot
Career Advisory System Using LLM
inferred← citeshttps://doi.org/10.1109/icamac62387.2024.10828756openalex-snapshot
Harnessing AI for Personalized Academic Major Recommendations An Application of Large Language Models in Education
inferred← citeshttps://doi.org/10.1109/icdcc62744.2024.10960930openalex-snapshot
Comparative Analysis of Various Recommender Systems for Learners Using Artificial Intelligence
inferred← citeshttps://doi.org/10.1109/icic63915.2024.11116589openalex-snapshot
Navigating the Ensemble Landscape: A Dynamic Analysis of Predictive Classifiers and Recommendations in TVET
inferred← citeshttps://doi.org/10.1109/icidml69845.2025.00027openalex-snapshot
Personalized Course Recommendation Model Based on LightGCN and Learning Behavior Data
inferred← citeshttps://doi.org/10.1109/icimcis68501.2025.11327143openalex-snapshot
Predictive Model for Elective Subject Selection for Grade 10 Students Using Machine Learning
inferred← citeshttps://doi.org/10.1109/icscss69635.2026.11645738openalex-snapshot
Impact of Machine Learning Recommendation System on Placement Outcomes with SMART Tasks in Normalized Learning Groups
inferred← citeshttps://doi.org/10.1109/inmic60434.2023.10465760openalex-snapshot
An Ensemble Classifier for TVET Course prediction using Big Five Personality Traits
inferred← citeshttps://doi.org/10.1109/iri66576.2025.00025openalex-snapshot
Course Recommender System Using Hybrid Machine Learning for Higher Education
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/sist61674.2026.11596510openalex-snapshot
Development of an Algorithm for Personalized Selection of Game Based Tasks for Critical Thinking in a School Learning Platform
inferred← citeshttps://doi.org/10.1109/tale66047.2025.11346728openalex-snapshot
Concept Maps as Metacognitive Scaffolds: Transforming Student-GenAI Interactions in Academic Counseling
inferred← citeshttps://doi.org/10.1142/s0219649224500886openalex-snapshot
Collaborative E-Learning Application with Course Recommendation in Cloud Computing
inferred← citeshttps://doi.org/10.1145/3652628.3652767openalex-snapshot
Artificial Intelligence-Based Education Platform Course Recommendation System
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Prefer2SD: A Human-in-the-Loop Approach to Balancing Similarity and Diversity in In-Game Friend Recommendations
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A Two-Layer Framework for Calibration-Aware Multi-Representation Mathematics Learning Recommendation: Profile Typing and Hierarchical LinUCB
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Implementing a Recommendation System to Predict Course Selection for Higher Education
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Linking Personality Traits to Vocational Proficiency: A Study of TVET Learners Using Advanced Feature Engineering
inferred← citeshttps://doi.org/10.2139/ssrn.7240158openalex-snapshot
Attribution-guided prompting repairs explanation faithfulness without improving recommendation validity
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/educsci16060824openalex-snapshot
Metacognitive Scaffolding in the Age of GenAI: A Behavioral Analysis of Student–Chatbot Interactions During Course Selection
inferred← citeshttps://doi.org/10.3390/info15120803openalex-snapshot
Personality-Aware Course Recommender System Using Deep Learning for Technical and Vocational Education and Training
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Optimizing Academic Trajectories: A Multi-Dimensional Psychometric Recommender System for Student Career Guidance
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Advanced Computational Methods for Modeling, Prediction and Optimization—A Review
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Personalized Course Recommendations Leveraging Machine and Transfer Learning Toward Improved Student Outcomes
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A Machine Learning Based Approach to Course and Career Recommendation System: A Systematic Literature Review
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