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

https://doi.org/10.3390/electronics14020255

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What this work says

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

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Learning path recommendation based on modified variable length genetic algorithm

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LPR: A bio-inspired intelligent learning path recommendation system based on meaningful learning theory

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ERSDO: E-learning Recommender System based on Dynamic Ontology

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Smart Learning Objects Retrieval for E-Learning with Contextual Recommendation based on Collaborative Filtering

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Personalized Learning Resource Recommendation Method Based on Dynamic Collaborative Filtering

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An improved adaptive learning path recommendation model driven by real-time learning analytics

inferredcites →https://doi.org/10.1016/j.caeai.2021.100013openalex-snapshot

Enhancing knowledge integration from multiple experts to guiding personalized learning paths for testing and diagnostic systems

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.2020.113596openalex-snapshot

Learning path personalization and recommendation methods: A survey of the state-of-the-art

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Examining cognitive diagnostic modeling in classroom assessment conditions

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An improved constrained learning path adaptation problem based on genetic algorithm

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/ipec49694.2020.9115111openalex-snapshot

Collaborative Filtering Recommendation Algorithm Fuses Semantic Nearest Neighbors Based on Knowledge Graph

inferredcites →https://doi.org/10.1111/bjet.13206openalex-snapshot

How student perceptions about online learning difficulty influenced their satisfaction during Canada's Covid‐19 response

inferredcites →https://doi.org/10.1142/s0219691319400010openalex-snapshot

A learning resource recommendation algorithm based on online learning sequential behavior

inferredcites →https://doi.org/10.1145/3308558.3313607openalex-snapshot

Jointly Learning Explainable Rules for Recommendation with Knowledge Graph

inferredcites →https://doi.org/10.1145/3442381.3449808openalex-snapshot

ConceptGuide: Supporting Online Video Learning with Concept Map-based Recommendation of Learning Path

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Research on Learning Resource Recommendation Based on Learner Model

inferredcites →https://doi.org/10.1155/2022/1233057openalex-snapshot

A Recommendation Model for College English Digital Teaching Resources Using Collaborative Filtering and Few-Shot Learning Technology

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Online Learning: A Panacea in the Time of COVID-19 Crisis

inferredcites →https://doi.org/10.1609/aaai.v29i1.9491openalex-snapshot

Learning Entity and Relation Embeddings for Knowledge Graph Completion

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MOOCCube: A Large-scale Data Repository for NLP Applications in MOOCs

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DINA Model and Parameter Estimation: A Didactic

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On the role of knowledge graphs in explainable AI

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Strategies for Reducing Cognitive Overload in the Online Language Learning Classroom

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Recommendation Systems for Education: Systematic Review

inferredcites →https://doi.org/10.3390/jsan11040078openalex-snapshot

An Overview of Knowledge Graph Reasoning: Key Technologies and Applications

inferredcites →https://doi.org/10.4018/ijicte.322779openalex-snapshot

Small Data Fusion Algorithm for Personalized Library Recommendations

What points at this work

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

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Knowledge Graph Mining-Based Personalized Learning Path Recommendation for English Learning: Leveraging Adaptive Techniques for Improved Outcomes

inferred← citeshttps://doi.org/10.1007/978-981-95-5009-8_20openalex-snapshot

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

inferred← citeshttps://doi.org/10.1007/s13748-026-00477-1openalex-snapshot

A personalized english learning path recommendation model based on knowledge graph and learner profiling

inferred← citeshttps://doi.org/10.1108/jkm-05-2024-0573openalex-snapshot

Knowledge is power: an improvement of recommendation combining collaborative filtering with knowledge graph

inferred← citeshttps://doi.org/10.1109/aieta69357.2026.11508822openalex-snapshot

CVETE-MMKG: A Cost-Effective Multimodal Knowledge Graph Framework for Evidence-Based Competency Assessment in Vocational Education

inferred← citeshttps://doi.org/10.1109/cisce69494.2026.11504755openalex-snapshot

Personalized Learning Path Recommendation in Mechanical Design Via Knowledge Graph Embedding and Prerequisite Reasoning

inferred← citeshttps://doi.org/10.1109/cscwd68734.2026.11581570openalex-snapshot

AI Lesson Plan Generator via Modular Feature Extraction and Synergistic Knowledge Retrieval Technology for Higher Education

inferred← citeshttps://doi.org/10.1109/icet67421.2025.11380560openalex-snapshot

Adaptive Learning Path Planning System Based on Knowledge Graph and AI Integration

inferred← citeshttps://doi.org/10.1109/icicke65317.2025.11136662openalex-snapshot

The Application of Intelligent Recommendation Systems in Personalized Learning Path Planning: Combining CNN and Genetic Algorithms

inferred← citeshttps://doi.org/10.1109/ieir67391.2025.11491330openalex-snapshot

Personalized Learning Strategies Based on Convolutional Knowledge Tracking Models in the Context of Disciplinary Knowledge Graphs

inferred← citeshttps://doi.org/10.1142/s0219525925400090openalex-snapshot

TOPOLOGY OF DYNAMIC NETWORKS OF KNOWLEDGE OF MICROLEARNING CONTENT: TOPIC MODELING APPROACHES

inferred← citeshttps://doi.org/10.1145/3799457.3799519openalex-snapshot

AI-Enabled Personalized Learning Path Optimization for Smart Open Education: A Simulation-Based Study

inferred← citeshttps://doi.org/10.1145/3799457.3799568openalex-snapshot

Big Data-Driven Personalized Learning Path Recommendation via Knowledge Graph and Multi-Source Educational Data Fusion

inferred← citeshttps://doi.org/10.1145/3802133.3802275openalex-snapshot

Learning Behavior Analytics and Personalized Teaching Recommendation Using Artificial Intelligence

inferred← citeshttps://doi.org/10.1145/3806980.3807054openalex-snapshot

Research on Personalized Practice Path Generation for University Students Integrating Knowledge Graphs and Learning Behavior Analysis

inferred← citeshttps://doi.org/10.3389/fmed.2026.1943401openalex-snapshot

Knowledge-guided adaptive educational support for traditional Chinese medicine using large language models and knowledge graphs: integrating Confucian educational principles

inferred← citeshttps://doi.org/10.3390/axioms14100768openalex-snapshot

Construction of Consistent Fuzzy Competence Spaces and Learning Path Recommendation

inferred← citeshttps://doi.org/10.3390/electronics15010238openalex-snapshot

Personalized Learning Path Recommendation Based on Knowledge Graphs: A Survey

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Enhancing Bottleneck Analysis in Ship Manufacturing with Knowledge Graphs and Large Language Models

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