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E-Learning Course Recommender System Using Collaborative Filtering Models

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What this work says

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

inferredcites →https://doi.org/10.1007/978-3-030-45183-7_11openalex-snapshot
Unsupervised Deep Collaborative Filtering Recommender System for E-Learning Platforms
inferredcites →https://doi.org/10.1007/978-3-030-66840-2_21openalex-snapshot
A Comparative Study Between K-Nearest Neighbors and K-Means Clustering Techniques of Collaborative Filtering in e-Learning Environment
inferredcites →https://doi.org/10.1007/978-3-031-01942-5_36openalex-snapshot
E-learning Recommendation Systems: A Literature Review
inferredcites →https://doi.org/10.1007/978-3-319-11071-4_14openalex-snapshot
A New User Similarity Computation Method for Collaborative Filtering Using Artificial Neural Network
inferredcites →https://doi.org/10.1007/978-981-13-7403-6_11openalex-snapshot
Supervised Classification Algorithms in Machine Learning: A Survey and Review
inferredcites →https://doi.org/10.1007/978-981-15-8744-3_5openalex-snapshot
Personalization in Education Using Recommendation System: An Overview
inferredcites →https://doi.org/10.1007/978-981-33-6893-4_9openalex-snapshot
E-learning Recommendation System Based on Cloud Computing
inferredcites →https://doi.org/10.1007/s10462-022-10135-2openalex-snapshot
A review of deep learning-based recommender system in e-learning environments
inferredcites →https://doi.org/10.1007/s10586-017-1560-6openalex-snapshot
A collaborative filtering recommendation algorithm based on the influence sets of e-learning group’s behavior
inferredcites →https://doi.org/10.1007/s10639-019-10063-9openalex-snapshot
A systematic review: machine learning based recommendation systems for e-learning
inferredcites →https://doi.org/10.1007/s10639-022-10914-yopenalex-snapshot
ERSDO: E-learning Recommender System based on Dynamic Ontology
inferredcites →https://doi.org/10.1007/s10639-022-10966-0openalex-snapshot
Smart Learning Objects Retrieval for E-Learning with Contextual Recommendation based on Collaborative Filtering
inferredcites →https://doi.org/10.1007/s11423-010-9155-4openalex-snapshot
Learning materials recommendation using good learners’ ratings and content-based filtering
inferredcites →https://doi.org/10.1016/j.caeai.2022.100047openalex-snapshot
A systematic review of ontology use in E-Learning recommender system
inferredcites →https://doi.org/10.1016/j.eij.2021.05.003openalex-snapshot
Enabling recommendation system architecture in virtualized environment for e-learning
inferredcites →https://doi.org/10.1016/j.eswa.2016.09.040openalex-snapshot
Collaborative filtering and deep learning based recommendation system for cold start items
inferredcites →https://doi.org/10.1016/j.knosys.2009.01.008openalex-snapshot
Collaborative filtering adapted to recommender systems of e-learning
inferredcites →https://doi.org/10.1016/j.knosys.2022.109934openalex-snapshot
Semantic-enhanced neural collaborative filtering models in recommender systems
inferredcites →https://doi.org/10.1016/j.procs.2019.04.166openalex-snapshot
Social Collaborative Filtering Approach for Recommending Courses in an E-learning Platform
inferredcites →https://doi.org/10.1080/23311916.2021.2022568openalex-snapshot
Knowledge-based recommendation system using semantic web rules based on Learning styles for MOOCs
inferredcites →https://doi.org/10.1109/csse.2008.305openalex-snapshot
E-learning Recommendation System
inferredcites →https://doi.org/10.1109/icacci.2013.6637502openalex-snapshot
Contextual information based recommender system using Singular Value Decomposition
inferredcites →https://doi.org/10.1109/icect.2005.102openalex-snapshot
Using Singular Value Decomposition Approximation for Collaborative Filtering
inferredcites →https://doi.org/10.1109/itsim.2010.5561329openalex-snapshot
A proposed semantic recommendation system for e-learning: A rule and ontology based e-learning recommendation system
inferredcites →https://doi.org/10.1109/tlt.2021.3058644openalex-snapshot
Evaluating the Quality of Learning Resources: A Learnersourcing Approach
inferredcites →https://doi.org/10.1109/wkdd.2009.132openalex-snapshot
Combining Singular Value Decomposition and Item-based Recommender in Collaborative Filtering
inferredcites →https://doi.org/10.1142/s0219622021500619openalex-snapshot
Pointer-Based Item-to-Item Collaborative Filtering Recommendation System Using a Machine Learning Model
inferredcites →https://doi.org/10.1155/2022/1010122openalex-snapshot
The Construction of Accurate Recommendation Model of Learning Resources of Knowledge Graph under Deep Learning
inferredcites →https://doi.org/10.14742/ajet.1041openalex-snapshot
Measuring learner's performance in e-learning recommender systems
inferredcites →https://doi.org/10.3233/kes-190402openalex-snapshot
Recommender system using item based collaborative filtering (CF) and K-means
inferredcites →https://doi.org/10.3390/data6020018openalex-snapshot
The State of the Art in Methodologies of Course Recommender Systems—A Review of Recent Research
inferredcites →https://doi.org/10.3390/math9020197openalex-snapshot
Design and Analysis of a Cluster-Based Intelligent Hybrid Recommendation System for E-Learning Applications
inferredcites →https://doi.org/10.4018/978-1-5225-2148-8.ch011openalex-snapshot
Recommender System
inferredcites →https://doi.org/10.5120/ijca2016908821openalex-snapshot
Survey on Recommendation System
inferredcites →https://doi.org/10.5120/ijca2017916055openalex-snapshot
Use of Deep Learning in Modern Recommendation System: A Summary of Recent Works

What points at this work

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

inferred← citeshttps://doi.org/10.1007/978-3-031-50860-8_17openalex-snapshot
Social Recommender Systems in E-Learning Environments: A Literature Review
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/10.1007/978-3-031-77040-1_8openalex-snapshot
Optimizing Recommendation Systems in E-Learning: Synergistic Integration of Lang Chain, GPT Models, and Retrieval Augmented Generation (RAG)
inferred← citeshttps://doi.org/10.1007/978-3-031-91008-1_25openalex-snapshot
Enhancing Digital Music Libraries: A Clustering-Based Music Recommendation System
inferred← citeshttps://doi.org/10.1007/978-3-031-93598-5_7openalex-snapshot
Personalized E-Learning Knowledge Graph-Based Recommender System Using Ensemble Attention Networks
inferred← citeshttps://doi.org/10.1007/978-3-032-18860-1_24openalex-snapshot
Collaborative Filtering-Based Educational Recommendation Systems: A Comparative Study of Similarity Measures
inferred← citeshttps://doi.org/10.1007/978-3-032-21625-0_5openalex-snapshot
Evaluating the Effectiveness of Sequential Recommendation Models for Programming Exercise Recommendation
inferred← citeshttps://doi.org/10.1007/978-981-97-7094-6_1openalex-snapshot
DDCF: Enhancing Educational Resource Recommendation in E-Learning Platforms Using Collaborating Filter Approach
inferred← citeshttps://doi.org/10.1007/978-981-97-9855-1_37openalex-snapshot
Survey on Course Recommendation in e-Learning Platform
inferred← citeshttps://doi.org/10.1007/s00180-025-01674-7openalex-snapshot
A stochastic approach to k-nearest neighbors search using a fixed radius method
inferred← citeshttps://doi.org/10.1007/s11042-023-16138-7openalex-snapshot
Optimal e-learning course recommendation with sentiment analysis using hybrid similarity framework
inferred← citeshttps://doi.org/10.1007/s11192-024-05143-8openalex-snapshot
SRRS: Design and Development of a Scholarly Reciprocal Recommendation System
inferred← citeshttps://doi.org/10.1007/s13735-024-00329-5openalex-snapshot
State of art and emerging trends on group recommender system: a comprehensive review
inferred← citeshttps://doi.org/10.1007/s42979-025-04249-xopenalex-snapshot
Smart Recommendation System in E-Learning Using Machine Learning and Data Analytics
inferred← citeshttps://doi.org/10.1007/s43545-025-01137-2openalex-snapshot
Recommender system for predicting MOOCs effectiveness in technical courses
inferred← citeshttps://doi.org/10.1007/s43926-026-00368-wopenalex-snapshot
Construction of a distributed collaborative framework for digital learning resources based on federated learning
inferred← citeshttps://doi.org/10.1007/s44163-026-01979-6openalex-snapshot
Dynamic optimization algorithm for personalized Japanese learning path driven by reinforcement learning
inferred← citeshttps://doi.org/10.1016/j.dajour.2025.100616openalex-snapshot
A deep learning framework for optimizing personalized online course recommendation and selection
inferred← citeshttps://doi.org/10.1016/j.procs.2023.09.061openalex-snapshot
The Use of AI in E-Learning Recommender Systems: A Comprehensive Survey
inferred← citeshttps://doi.org/10.1038/s41598-025-30288-8openalex-snapshot
The optimization of vocal music teaching by integrating the STEAM concept with the intelligent recommendation system
inferred← citeshttps://doi.org/10.1038/s41598-025-95729-wopenalex-snapshot
The construction of student-centered artificial intelligence online music learning platform based on deep learning
inferred← citeshttps://doi.org/10.1109/access.2023.3336676openalex-snapshot
Developing a Personalized E-Learning and MOOC Recommender System in IoT-Enabled Smart Education
inferred← citeshttps://doi.org/10.1109/access.2024.3368058openalex-snapshot
Recommender System in Academic Choices of Higher Education: A Systematic Review
inferred← citeshttps://doi.org/10.1109/access.2024.3390675openalex-snapshot
Prediction of Students’ Grade by Combining Educational Knowledge Graph and Collaborative Filtering
inferred← citeshttps://doi.org/10.1109/access.2024.3428419openalex-snapshot
A Comprehensive Study On Personalized Learning Recommendation In E-Learning System
inferred← citeshttps://doi.org/10.1109/access.2025.3558900openalex-snapshot
A Survey of Smart Campus Resource Information Management in Internet of Things
inferred← citeshttps://doi.org/10.1109/access.2025.3561459openalex-snapshot
A Multi-Faceted Deep Learning Approach for Student Engagement Insights and Adaptive Content Recommendations
inferred← citeshttps://doi.org/10.1109/access.2026.3656087openalex-snapshot
A Recommendation System Based on Fuzzy Signature
inferred← citeshttps://doi.org/10.1109/adics58448.2024.10533596openalex-snapshot
VIBE: A Data-Driven Approach to Career Guidance and Skill Development
inferred← citeshttps://doi.org/10.1109/aikiie69997.2026.11708560openalex-snapshot
Cognitive-Style Adaptive Hybrid Recommendation Using Knowledge Graphs and Transformers for Personalized E-Learning Pathways
inferred← citeshttps://doi.org/10.1109/aimla67915.2026.11522337openalex-snapshot
A Trust-Centric and Explainable Framework for Reliable Content Recommendation Under Information Uncertainty
inferred← citeshttps://doi.org/10.1109/computingcon64838.2025.11376955openalex-snapshot
A Federated Learning Approach for Personalized Online Course Recommendation Using Hybrid Recommender Strategies
inferred← citeshttps://doi.org/10.1109/dcas69364.2026.11544286openalex-snapshot
Intelligent Product Management for Digital Learning Platforms: A Layered AI-Based Approach
inferred← citeshttps://doi.org/10.1109/dese60595.2023.10469586openalex-snapshot
Recommender Systems and Machine Learning Techniques for Large Educational Data: A Survey
inferred← citeshttps://doi.org/10.1109/etncc66224.2025.11299767openalex-snapshot
The Development of an Instant Feedback Phishing Warning System for Medical Industry
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inferred← citeshttps://doi.org/10.1109/icadeis65852.2025.10933370openalex-snapshot
Music Recommender System using Non-Negative Matrix Factorization
inferred← citeshttps://doi.org/10.1109/icaeca56562.2023.10200758openalex-snapshot
Job and Course Recommendation System using Collaborative Filtering and Naive Bayes algorithms
inferred← citeshttps://doi.org/10.1109/icci61671.2024.10485134openalex-snapshot
Enhancing E-Learning Materials Recommendations with Contextual Awareness and Collaborative Filtering
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/icdsis61070.2024.10594372openalex-snapshot
Highway Service Areas Recommendation System with Collaborative Filtering using Channel Attention Module based Graph Convolutional Neural Network
inferred← citeshttps://doi.org/10.1109/icdsis65355.2025.11070497openalex-snapshot
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inferred← citeshttps://doi.org/10.1109/icdsns62112.2024.10690922openalex-snapshot
A Hybrid Recommendation System using Collaborative Filtering with Apache Spark in E-Commerce
inferred← citeshttps://doi.org/10.1109/icdsns62112.2024.10691270openalex-snapshot
Recent Trends and Growth in E-Learning Recommender System: A Bibliometric Analysis
inferred← citeshttps://doi.org/10.1109/icercs65898.2025.11581201openalex-snapshot
Recommendation System for Restaurant using Item Based Collaborative Filtering Technique
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/icicacs65178.2025.10968532openalex-snapshot
Recommendation System for Ideological and Political Education Course Resources Based on Alternating Least Squares
inferred← citeshttps://doi.org/10.1109/icicnct66124.2025.11232689openalex-snapshot
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Application of Artificial Intelligence Technologies in Blended E-Learning Platforms
inferred← citeshttps://doi.org/10.3390/app13106201openalex-snapshot
A Comprehensive Survey on Privacy-Preserving Techniques in Federated Recommendation Systems
inferred← citeshttps://doi.org/10.3390/app14093672openalex-snapshot
The Impact of AI-Based Course-Recommender System on Students’ Course-Selection Decision-Making Process
inferred← citeshttps://doi.org/10.3390/electronics12040809openalex-snapshot
Deep Learning Recommendations of E-Education Based on Clustering and Sequence
inferred← citeshttps://doi.org/10.3390/electronics12071593openalex-snapshot
A Knowledge Concept Recommendation Model Based on Tensor Decomposition and Transformer Reordering
inferred← citeshttps://doi.org/10.3390/electronics12194017openalex-snapshot
MDBF: Meta-Path-Based Depth and Breadth Feature Fusion for Recommendation in Heterogeneous Network
inferred← citeshttps://doi.org/10.3390/en16031437openalex-snapshot
Energy Consumption of Electric Vehicles: Analysis of Selected Parameters Based on Created Database
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/info15100660openalex-snapshot
Recommender Systems Applications: Data Sources, Features, and Challenges
inferred← citeshttps://doi.org/10.3390/info15120803openalex-snapshot
Personality-Aware Course Recommender System Using Deep Learning for Technical and Vocational Education and Training
inferred← citeshttps://doi.org/10.36227/techrxiv.175203757.71749390/v1openalex-snapshot
The Rise of GPS Spoofing Attacks on Drones in the Russia-Ukraine War
inferred← citeshttps://doi.org/10.36227/techrxiv.175234472.20931823/v1openalex-snapshot
Enhancing Retail Efficiency: Optimizing Self-Checkout Systems for a Seamless Shopping Experience
inferred← citeshttps://doi.org/10.36227/techrxiv.175234481.17023402/v1openalex-snapshot
Space Odyssey: The Afterlife of a Crewmate – A Platformer Game Experience in Outer Space
inferred← citeshttps://doi.org/10.3991/ijep.v14i1.47109openalex-snapshot
E-learning in the Cloud Computing Environment: Features, Architecture, Challenges and Solutions
inferred← citeshttps://doi.org/10.3991/itdaf.v3i4.59211openalex-snapshot
Dynamic Pedagogical Resource Recommendation System for Students Using Rising Star Ranking 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/10.46729/ijstm.v4i6.1009openalex-snapshot
Recommender System for STEM Enrolment in Universities Using Machine Learning Algorithms: Case of Kenyan Universities
inferred← citeshttps://doi.org/10.54692/lgurjcsit.2024.084613openalex-snapshot
DIGITIZING TVET EDUCATION THROUGH UNIFIED ANALYSIS OF PERSONALITY AND LEARNING SKILLS
inferred← citeshttps://doi.org/10.61440/jmset.2025.v3.39openalex-snapshot
Enhancing Campus Mobility: A Requirement Engineering Approach to a Carpool System for University Students and Staff
inferred← citeshttps://doi.org/10.62411/faith.3048-3719-303openalex-snapshot
AI-Driven Hybrid Recommender Framework for Personalized Course Selection in Learning Platforms
inferred← citeshttps://doi.org/10.62411/jcta.12603openalex-snapshot
A Machine Learning Based Approach to Course and Career Recommendation System: A Systematic Literature Review
inferred← citeshttps://doi.org/10.70675/0fd09746zc195z4bbdzb16ezfe80df8dce3fopenalex-snapshot
Human-Machine Co-Learning : interactive curriculum generation for the acquisition of motor skills
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