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A Comprehensive Survey of Knowledge Graph-Based Recommender Systems: Technologies, Development, and Contributions

https://doi.org/10.3390/info12060232

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What this work says

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

inferredcites →https://doi.org/10.1007/978-0-387-85820-3openalex-snapshot

Recommender Systems Handbook

inferredcites →https://doi.org/10.1007/978-0-387-85820-3_12openalex-snapshot

Recommender Systems in Technology Enhanced Learning

inferredcites →https://doi.org/10.1007/978-1-4899-7637-6openalex-snapshot

Recommender Systems Handbook

inferredcites →https://doi.org/10.1007/978-3-030-19274-7_6openalex-snapshot

Modeling Heterogeneous Influences for Point-of-Interest Recommendation in Location-Based Social Networks

inferredcites →https://doi.org/10.1007/978-3-030-26354-6_33openalex-snapshot

An Interpretable Recommendations Approach Based on User Preferences and Knowledge Graph

inferredcites →https://doi.org/10.1007/978-3-030-30796-7_4openalex-snapshot

Making Study Populations Visible Through Knowledge Graphs

inferredcites →https://doi.org/10.1007/978-3-030-33982-1_5openalex-snapshot

A Survey of Relation Extraction of Knowledge Graphs

inferredcites →https://doi.org/10.1007/978-3-030-35166-3_7openalex-snapshot

Hybrid Semantics-Aware Recommendations Exploiting Knowledge Graph Embeddings

inferredcites →https://doi.org/10.1007/978-3-030-38189-9_54openalex-snapshot

Building Semantic Dependency Knowledge Graph Based on HowNet

inferredcites →https://doi.org/10.1007/978-3-030-55130-8_1openalex-snapshot

Event-centric Tourism Knowledge Graph—A Case Study of Hainan

inferredcites →https://doi.org/10.1007/978-3-030-58861-8_16openalex-snapshot

Context-Aware Based Evolutionary Collaborative Filtering Algorithm

inferredcites →https://doi.org/10.1007/978-3-030-60029-7_6openalex-snapshot

Deep Hybrid Knowledge Graph Embedding for Top-N Recommendation

inferredcites →https://doi.org/10.1007/978-3-030-60259-8_36openalex-snapshot

KASR: Knowledge-Aware Sequential Recommendation

inferredcites →https://doi.org/10.1007/978-3-030-61951-0_2openalex-snapshot

An Auto Question Answering System for Tree Hole Rescue

inferredcites →https://doi.org/10.1007/978-3-031-01588-5openalex-snapshot

Graph Representation Learning

inferredcites →https://doi.org/10.1007/978-3-319-25010-6_28openalex-snapshot

Timely Semantics: A Study of a Stream-Based Ranking System for Entity Relationships

inferredcites →https://doi.org/10.1007/978-3-319-34129-3_13openalex-snapshot

Embedding Mapping Approaches for Tensor Factorization and Knowledge Graph Modelling

inferredcites →https://doi.org/10.1007/978-3-319-68204-4_32openalex-snapshot

Personalizing Actions in Context for Risk Management Using Semantic Web Technologies

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/s10462-017-9539-5openalex-snapshot

Knowledge-based recommendation: a review of ontology-based recommender systems for e-learning

inferredcites →https://doi.org/10.1007/s10844-019-00548-xopenalex-snapshot

Evaluating content novelty in recommender systems

inferredcites →https://doi.org/10.1007/s11042-020-09949-5openalex-snapshot

Presentation of a recommender system with ensemble learning and graph embedding: a case on MovieLens

inferredcites →https://doi.org/10.1007/s11460-011-0128-0openalex-snapshot

Robust non-negative matrix factorization

inferredcites →https://doi.org/10.1007/s13748-018-0158-4openalex-snapshot

Optimizing novelty and diversity in recommendations

inferredcites →https://doi.org/10.1007/s40747-021-00315-yopenalex-snapshot

Explainable recommendation based on knowledge graph and multi-objective optimization

inferredcites →https://doi.org/10.1007/s41870-019-00388-6openalex-snapshot

Framework of dynamic recommendation system for e-shopping

inferredcites →https://doi.org/10.1016/0002-9343(62)90176-6openalex-snapshot

Myasthenia gravis and the thymus

inferredcites →https://doi.org/10.1016/j.dss.2015.03.008openalex-snapshot

Recommender system application developments: A survey

inferredcites →https://doi.org/10.1016/j.elerap.2015.08.004openalex-snapshot

A multi-criteria collaborative filtering recommender system for the tourism domain using Expectation Maximization (EM) and PCA–ANFIS

inferredcites →https://doi.org/10.1016/j.elerap.2019.100879openalex-snapshot

Research commentary on recommendations with side information: A survey and research directions

inferredcites →https://doi.org/10.1016/j.engappai.2020.104066openalex-snapshot

A Deep Hybrid Model for Recommendation by jointly leveraging ratings, reviews and metadata information

inferredcites →https://doi.org/10.1016/j.eswa.2012.03.025openalex-snapshot

Social knowledge-based recommender system. Application to the movies domain

inferredcites →https://doi.org/10.1016/j.eswa.2014.09.016openalex-snapshot

RecomMetz: A context-aware knowledge-based mobile recommender system for movie showtimes

inferredcites →https://doi.org/10.1016/j.eswa.2019.112948openalex-snapshot

A review: Knowledge reasoning over knowledge graph

inferredcites →https://doi.org/10.1016/j.eswa.2019.113054openalex-snapshot

DNNRec: A novel deep learning based hybrid recommender system

inferredcites →https://doi.org/10.1016/j.eswa.2020.113235openalex-snapshot

entity2rec: Property-specific knowledge graph embeddings for item recommendation

inferredcites →https://doi.org/10.1016/j.eswa.2020.113452openalex-snapshot

A hybrid recommender system for recommending relevant movies using an expert system

inferredcites →https://doi.org/10.1016/j.future.2019.05.045openalex-snapshot

DUSKG: A fine-grained knowledge graph for effective personalized service recommendation

inferredcites →https://doi.org/10.1016/j.jcss.2014.11.016openalex-snapshot

SVD-based incremental approaches for recommender systems

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

Recommender systems survey

inferredcites →https://doi.org/10.1016/j.knosys.2015.12.018openalex-snapshot

A non negative matrix factorization for collaborative filtering recommender systems based on a Bayesian probabilistic model

inferredcites →https://doi.org/10.1016/j.knosys.2017.02.009openalex-snapshot

Diversity in recommender systems – A survey

inferredcites →https://doi.org/10.1016/j.procs.2018.04.190openalex-snapshot

An Improved Recommender System based on Multi-criteria Clustering Approach

inferredcites →https://doi.org/10.1016/j.procs.2018.09.020openalex-snapshot

Enhancing explanations in recommender systems with knowledge graphs

inferredcites →https://doi.org/10.1080/13614568.2018.1489002openalex-snapshot

Hybrid recommendations by content-aligned Bayesian personalized ranking

inferredcites →https://doi.org/10.1088/1742-6596/1487/1/012016openalex-snapshot

A Survey on Application of Knowledge Graph

inferredcites →https://doi.org/10.1109/access.2017.2788138openalex-snapshot

Recommender Systems Clustering Using Bayesian Non Negative Matrix Factorization

inferredcites →https://doi.org/10.1109/access.2018.2817022openalex-snapshot

A Data-Driven Knowledge Acquisition System: An End-to-End Knowledge Engineering Process for Generating Production Rules

inferredcites →https://doi.org/10.1109/access.2018.2868464openalex-snapshot

An Efficient Recommender System Method Based on the Numerical Relevances and the Non-Numerical Structures of the Ratings

inferredcites →https://doi.org/10.1109/access.2018.2877208openalex-snapshot

A Survey of Collaborative Filtering-Based Recommender Systems: From Traditional Methods to Hybrid Methods Based on Social Networks

inferredcites →https://doi.org/10.1109/access.2019.2933048openalex-snapshot

A Collaborative Filtering Approach Based on Naïve Bayes Classifier

inferredcites →https://doi.org/10.1109/access.2020.2995074openalex-snapshot

Utilizing Textual Information in Knowledge Graph Embedding: A Survey of Methods and Applications

inferredcites →https://doi.org/10.1109/access.2020.2998824openalex-snapshot

A Bayesian Inference Based Hybrid Recommender System

inferredcites →https://doi.org/10.1109/access.2020.3011105openalex-snapshot

Knowledge Graph Embedding Based Collaborative Filtering

inferredcites →https://doi.org/10.1109/bigdata47090.2019.9005590openalex-snapshot

Explainable Recommendation Using Review Text and a Knowledge Graph

inferredcites →https://doi.org/10.1109/compsac.2019.00054openalex-snapshot

An Ontology Enhanced User Profiling Algorithm Based on Application Feedback

inferredcites →https://doi.org/10.1109/confluence47617.2020.9058298openalex-snapshot

A Review Paper On The Application Of Knowledge Graph On Various Service Providing Platforms

inferredcites →https://doi.org/10.1109/csei47661.2019.8938875openalex-snapshot

A Survey of Recommendation Algorithms Based on Knowledge Graph Embedding

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/globecom38437.2019.9013546openalex-snapshot

Optimizing Social-Topic Engagement on Social Network and Knowledge Graph

inferredcites →https://doi.org/10.1109/icalt49669.2020.00068openalex-snapshot

A Vocabulary Recommendation System based on Knowledge Graph for Chinese Language Learning

inferredcites →https://doi.org/10.1109/iciea.2018.8397743openalex-snapshot

A dynamic recommendation approach in online social networks

inferredcites →https://doi.org/10.1109/ijcnn.2019.8852443openalex-snapshot

From Content Text Encoding Perspective: A Hybrid Deep Matrix Factorization Approach for Recommender System

inferredcites →https://doi.org/10.1109/mc.2009.263openalex-snapshot

Matrix Factorization Techniques for Recommender Systems

inferredcites →https://doi.org/10.1109/msp.2010.938079openalex-snapshot

Probabilistic Topic Models

inferredcites →https://doi.org/10.1109/scc.2019.00041openalex-snapshot

A POI-Sensitive Knowledge Graph Based Service Recommendation Method

inferredcites →https://doi.org/10.1109/tkde.2007.46openalex-snapshot

Random-Walk Computation of Similarities between Nodes of a Graph with Application to Collaborative Recommendation

inferredcites →https://doi.org/10.1109/tkde.2020.3018741openalex-snapshot

An Experimental Study of State-of-the-Art Entity Alignment Approaches

inferredcites →https://doi.org/10.1109/wiecon-ece.2018.8783083openalex-snapshot

Document Concept Hierarchy Generation by Extracting Semantic Tree Using Knowledge Graph

inferredcites →https://doi.org/10.1142/s0218488517400116openalex-snapshot

Addressing the Cold Start with Positive-Only Feedback Through Semantic-Based Recommendations

inferredcites →https://doi.org/10.1145/2107736.2107741openalex-snapshot

Probabilistic topic models

inferredcites →https://doi.org/10.1145/2926718openalex-snapshot

Sound and Music Recommendation with Knowledge Graphs

inferredcites →https://doi.org/10.1145/3292500.3330836openalex-snapshot

Knowledge-aware Graph Neural Networks with Label Smoothness Regularization for Recommender Systems

inferredcites →https://doi.org/10.1145/3292500.3330989openalex-snapshot

KGAT

inferredcites →https://doi.org/10.1145/3300115.3309531openalex-snapshot

Knowledge Graph based Learning Guidance for Cybersecurity Hands-on Labs

inferredcites →https://doi.org/10.1145/3312528openalex-snapshot

Personalised Reranking of Paper Recommendations Using Paper Content and User Behavior

inferredcites →https://doi.org/10.1145/3336191.3371873openalex-snapshot

Learning and Reasoning on Graph for Recommendation

inferredcites →https://doi.org/10.1145/3354187openalex-snapshot

Next and Next New POI Recommendation via Latent Behavior Pattern Inference

inferredcites →https://doi.org/10.1145/3394486.3403143openalex-snapshot

Improving Conversational Recommender Systems via Knowledge Graph based Semantic Fusion

inferredcites →https://doi.org/10.1145/3397271.3401193openalex-snapshot

DCDIR: A Deep Cross-Domain Recommendation System for Cold Start Users in Insurance Domain

inferredcites →https://doi.org/10.1145/3398329.3398345openalex-snapshot

A Non-Negative Matrix-Factorization-Based Network Embedding Approach for Hybrid Recommender Systems

inferredcites →https://doi.org/10.1145/3430984.3431058openalex-snapshot

Graph Based Hybrid Approach for Long-Tail Item Recommendation in Collaborative Filtering

inferredcites →https://doi.org/10.1155/2017/9364903openalex-snapshot

A Cold Start Context-Aware Recommender System for Tour Planning Using Artificial Neural Network and Case Based Reasoning

inferredcites →https://doi.org/10.1155/2018/6167385openalex-snapshot

A Study of Prescriptive Analysis Framework for Human Care Services Based On CKAN Cloud

inferredcites →https://doi.org/10.1186/s13321-020-00435-6openalex-snapshot

kGCN: a graph-based deep learning framework for chemical structures

inferredcites →https://doi.org/10.12694/scpe.v21i3.1709openalex-snapshot

Event driven Recommendation System for E-commerce using Knowledge based Collaborative Filtering Technique

inferredcites →https://doi.org/10.12738/estp.2018.6.195openalex-snapshot

Application of Semantic Similarity Calculation Based on Knowledge Graph for Personalized Study Recommendation Service

inferredcites →https://doi.org/10.1360/ssi-2019-0274openalex-snapshot

A survey on knowledge graph-based recommender systems

inferredcites →https://doi.org/10.1504/ijitst.2020.10028404openalex-snapshot

A hybrid model collaborative movie recommendation system using K-means clustering with ant colony optimisation

inferredcites →https://doi.org/10.15171/ijbsm.2016.04openalex-snapshot

Dynamic Recommendation: Disease Prediction and Prevention Using Recommender System

inferredcites →https://doi.org/10.18653/v1/2020.coling-main.369openalex-snapshot

Suggest me a movie for tonight: Leveraging Knowledge Graphs for Conversational Recommendation

inferredcites →https://doi.org/10.23940/ijpe.17.08.p7.12461256openalex-snapshot

Performance Evaluation of Recommender Systems

inferredcites →https://doi.org/10.3390/app10217748openalex-snapshot

Recommendation Systems: Algorithms, Challenges, Metrics, and Business Opportunities

inferredcites →https://doi.org/10.3390/electronics9050750openalex-snapshot

A Survey on Knowledge Graph Embedding: Approaches, Applications and Benchmarks

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/10.48550/arxiv.1707.05254openalex-snapshot

Explainable Entity-based Recommendations with Knowledge Graphs

inferredcites →https://doi.org/10.5120/ijca2019918538openalex-snapshot

Knowledge based Recommendation System in Semantic Web - A Survey

What points at this work

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

inferred← citeshttps://doi.org/10.2139/ssrn.4752935openalex-extracted

Automated Knowledge Graph Generation for Museum Descriptions

inferred← citeshttps://doi.org/10.1002/9781394351572.ch4openalex-snapshot

Illuminating Knowledge Graph–Based Recommendation Solutions

inferred← citeshttps://doi.org/10.1007/978-3-031-20891-1_19openalex-snapshot

Attention-Based Relation Prediction of Knowledge Graph by Incorporating Graph and Context Features

inferred← citeshttps://doi.org/10.1007/978-3-031-24985-3_7openalex-snapshot

Enhanced Books Recommendation Using Clustering Techniques and Knowledge Graphs

inferred← citeshttps://doi.org/10.1007/978-3-031-42286-7_8openalex-snapshot

Blending Conversational Product Advisors and Faceted Filtering in a Graph-Based Approach

inferred← citeshttps://doi.org/10.1007/978-3-031-47745-4_5openalex-snapshot

Recommendation of Learning Paths Based on Open Educational Resources

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The Challenges of Graph Neural Networks

inferred← citeshttps://doi.org/10.1007/978-3-032-06878-1_4openalex-snapshot

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

inferred← citeshttps://doi.org/10.1007/978-3-032-20749-4_31openalex-snapshot

Optimal Algorithm Selection for Scholarly Recommender Systems: A Comparative Analysis of Novelty, Serendipity, and Knowledge Graph Approaches

inferred← citeshttps://doi.org/10.1007/978-981-19-2500-9_17openalex-snapshot

Recommender System Using Knowledge Graph and Ontology: A Survey

inferred← citeshttps://doi.org/10.1007/978-981-19-5221-0_63openalex-snapshot

Comparative Study of Recommendation Algorithms on Yelp Dataset

inferred← citeshttps://doi.org/10.1007/978-981-95-7394-3_26openalex-snapshot

Context-Aware Hybrid Neuro-Symbolic Approach for Knowledge Graph Enrichment

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O&M Portrait Tag Generation and Management of Grid Business Application System Under Microservice Architecture

inferred← citeshttps://doi.org/10.1007/978-981-97-5492-2_22openalex-snapshot

Affine Transformation-Based Knowledge Graph Embedding

inferred← citeshttps://doi.org/10.1007/978-981-97-7178-3_35openalex-snapshot

Personalized Language Learning Recommendation for Mobile Devices in the Context of Big Data: An SVD Based Collaborative Filtering Approach

inferred← citeshttps://doi.org/10.1007/978-981-97-8746-3_17openalex-snapshot

HENF: Hierarchical Entity Neighbor Multi-Relational Fusion Network for Knowledge Graph Completion

inferred← citeshttps://doi.org/10.1007/978-981-99-1414-2_4openalex-snapshot

Study of Cold-Start Product Recommendations and Its Solutions

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Building a Product Recommender System Using Knowledge Graph Embedding and Graph Completion

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Combining semantic and linguistic representations for media recommendation

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LightCapsGNN: light capsule graph neural network for graph classification

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Self-evolving reasoning for task-user relationships in mobile crowdsensing via the autonomic knowledge graph

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KGFR: Knowledge-infused GraphFuseRec - a dual-channel graph fusion recommender for industrial expert systems

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EGNet: explainable graph neural network with similarity explanation for medication recommendation

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Clustering-based knowledge graphs and entity-relation representation improves the detection of at risk students

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Comparing data reduction strategies for energy-efficient green recommender systems

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Gotta embed them all! - knowledge-aware recommendations fusing heterogeneous multimodal item embeddings

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McHa: a multistage clustering-based hierarchical attention model for knowledge graph-aware recommendation

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Deep matrix factorization via feature subspace transfer for recommendation system

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Few-Shot Relation Prediction of Knowledge Graph via Convolutional Neural Network with Self-Attention

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Retrieval Augmented Generation Model for Paper Recommendation System

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I am all EARS: Using open data and knowledge graph embeddings for music recommendations

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Knowledge graph attention network with path rotate encoding for recommendation

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A knowledge graph enabled recommendation system for implicitly associated items: Application to vertical e-commerce of parts

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TKGAT: Graph attention network for knowledge-enhanced tag-aware recommendation system

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A robust deep feature learning approach for personalized residential electricity plan recommendation

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Study on a Novel Knowledge Service Method Based on the Knowledge Graph in the Domain of Substation

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A review of feature selection strategies utilizing graph data structures and Knowledge Graphs

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Knowledge Graph-Based Integration of Conversational Advisors and Faceted Filtering

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Mapping and decoding green finance research: themes and topic interconnections using a multi-method approach

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AI-driven knowledge management system reconstruction: the CPOS four-dimensional collaborative framework

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Investigating the Challenges and Prospects of Construction Models for Dynamic Knowledge Graphs

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DualRep: Knowledge Graph Completion by Utilizing Dual Representation of Relational Paths and Tail Node Density Insights

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Evaluation Metrics in Knowledge Graph-Based Recommendation Systems: A Scoping Review

inferred← citeshttps://doi.org/10.1109/cac57257.2022.10055927openalex-snapshot

A Fine-grained Attention Mechanism Model of Knowledge Graph for Recommendation

inferred← citeshttps://doi.org/10.1109/icadeis58666.2023.10270821openalex-snapshot

Ontology-based Car Recommender System Using Functional Requirements Interaction

inferred← citeshttps://doi.org/10.1109/icaml64299.2024.00098openalex-snapshot

Construction of Network Security Knowledge Graph in Colleges and Universities for Unstructured Data

inferred← citeshttps://doi.org/10.1109/iccc59590.2023.10507318openalex-snapshot

Enhance Engineering Pedagogy in Programming Course via Knowledge Graph-Based Recommender System

inferred← citeshttps://doi.org/10.1109/icces57224.2023.10192879openalex-snapshot

A Review on Community Detection Approach for Recommender Systems

inferred← citeshttps://doi.org/10.1109/iccvbic71195.2026.11689617openalex-snapshot

An Adaptive Intent-Centric AI Framework for Content Personalization on Intelligent Digital Platforms

inferred← citeshttps://doi.org/10.1109/icde65448.2025.00017openalex-snapshot

CADRL: Category-Aware Dual-Agent Reinforcement Learning for Explainable Recommendations over Knowledge Graphs

inferred← citeshttps://doi.org/10.1109/icde65706.2026.00223openalex-snapshot

RaSE-KGC: A Relation-Aware Segment Encoding Approach for Knowledge Graph Completion

inferred← citeshttps://doi.org/10.1109/ice/itmc58018.2023.10332327openalex-snapshot

Matchmaking Engine for Energy Data Marketplace Using Word Embedding Techniques

inferred← citeshttps://doi.org/10.1109/iciss71466.2026.11715124openalex-snapshot

Knowledge Graph Integration to Hybrid Recommender Architecture System Based on Recommended Dietary Allowances

inferred← citeshttps://doi.org/10.1109/icmla61862.2024.00131openalex-snapshot

Improving Audience Ratings Prediction of Japanese TV Dramas Using Knowledge-Based Embeddings

inferred← citeshttps://doi.org/10.1109/icnlp69856.2026.11528083openalex-snapshot

Cross-Modal Tire Impression Comparison via Knowledge Graphs and Adaptive Weight Learning

inferred← citeshttps://doi.org/10.1109/ictai56018.2022.00128openalex-snapshot

A Dual-View Knowledge Enhancing Self-Attention Network for Sequential Recommendation

inferred← citeshttps://doi.org/10.1109/iisa66859.2025.11311202openalex-snapshot

AI-Enhanced Management of Standard Operating Procedures: An Innovative Approach Integrating Large Language Models and Knowledge Graphs

inferred← citeshttps://doi.org/10.1109/inista62901.2024.10683822openalex-snapshot

A Trustworthy and Explainable AI Recommender System: Job Domain Case Study

inferred← citeshttps://doi.org/10.1109/isctis58954.2023.10213083openalex-snapshot

Research on Knowledge Graph-Based Recommender Systems

inferred← citeshttps://doi.org/10.1109/isctis70043.2026.11572617openalex-snapshot

Factor-based Disentangled and Relation-aware Graph Network for Knowledge Graph Completion

inferred← citeshttps://doi.org/10.1109/tse.2023.3285280openalex-snapshot

Task-Oriented ML/DL Library Recommendation Based on a Knowledge Graph

inferred← citeshttps://doi.org/10.1109/wi-iat59888.2023.00023openalex-snapshot

Triple Extraction with Generative Technique for Constructing Weighted Knowledge Graph

inferred← citeshttps://doi.org/10.1109/wi-iat59888.2023.00035openalex-snapshot

HGExplainer: Explainable Heterogeneous Graph Neural Network

inferred← citeshttps://doi.org/10.1111/tgis.13166openalex-snapshot

A reasoning method for rice fertilization strategy based on spatiotemporal knowledge graph

inferred← citeshttps://doi.org/10.1117/12.2625599openalex-snapshot

A personalized attractions recommendation model based on tourism knowledge graph

inferred← citeshttps://doi.org/10.1117/12.3035085openalex-snapshot

Learning multilevel representations for knowledge graph embedding using graph neural networks

inferred← citeshttps://doi.org/10.1142/s0218126625500215openalex-snapshot

A Deep Learning-Based Recommender Model for Tourism Routes by Multimodal Fusion of Semantic Analysis and Image Comprehension

inferred← citeshttps://doi.org/10.1142/s0219649222500988openalex-snapshot

Explainable Recommendation Based on Weighted Knowledge Graphs and Graph Convolutional Networks

inferred← citeshttps://doi.org/10.1145/3535101openalex-snapshot

Graph Neural Networks in Recommender Systems: A Survey

inferred← citeshttps://doi.org/10.1145/3563359.3596661openalex-snapshot

RECBOT: Virtual Museum navigation through a Chatbot assistant and personalized Recommendations

inferred← citeshttps://doi.org/10.1145/3565472.3592965openalex-snapshot

Combining Graph Neural Networks and Sentence Encoders for Knowledge-aware Recommendations

inferred← citeshttps://doi.org/10.1145/3565472.3595615openalex-snapshot

Combining Heterogeneous Embeddings for Knowledge-Aware Recommendation Models

inferred← citeshttps://doi.org/10.1145/3568022openalex-snapshot

A Survey of Graph Neural Networks for Recommender Systems: Challenges, Methods, and Directions

inferred← citeshttps://doi.org/10.1145/3589335.3648339openalex-snapshot

Personalized Audiobook Recommendations at Spotify Through Graph Neural Networks

inferred← citeshttps://doi.org/10.1145/3604915.3608866openalex-snapshot

Knowledge-Aware Recommender Systems based on Multi-Modal Information Sources

inferred← citeshttps://doi.org/10.1145/3640457.3688160openalex-snapshot

Towards Green Recommender Systems: Investigating the Impact of Data Reduction on Carbon Footprint and Algorithm Performances

inferred← citeshttps://doi.org/10.1145/3699682.3728336openalex-snapshot

Training Green and Sustainable Recommendation Models: Introducing Carbon Footprint Data into Early Stopping Criteria

inferred← citeshttps://doi.org/10.1145/3699682.3728341openalex-snapshot

Empowering Recommender Systems based on Large Language Models through Knowledge Injection Techniques

inferred← citeshttps://doi.org/10.1145/3699682.3728342openalex-snapshot

GAL-KARS: Exploiting LLMs for Graph Augmentation in Knowledge-Aware Recommender Systems

inferred← citeshttps://doi.org/10.1145/3708359.3712138openalex-snapshot

ShareFlows: Seamless Knowledge Capture and Proactive Push for Efficient Teacher Workflows in Higher Education

inferred← citeshttps://doi.org/10.1145/3746252.3761615openalex-snapshot

The Yelp Collaborative Knowledge Graph

inferred← citeshttps://doi.org/10.1145/3774904.3792133openalex-snapshot

Unifying Deductive and Abductive Reasoning in Knowledge Graphs with Masked Diffusion Model

inferred← citeshttps://doi.org/10.1145/3774935.3803063openalex-snapshot

Knowledge Graphs and Large Language Models for Continuous Adaptation in Lifelong Learning

inferred← citeshttps://doi.org/10.1145/3831695openalex-snapshot

Integrating Heterogeneous Knowledge for Enhanced Recommendation with Large Language Models

inferred← citeshttps://doi.org/10.1145/3841467openalex-snapshot

Playing It Safe: Risk-Aware Recommendation Systems for Smart Spaces

inferred← citeshttps://doi.org/10.1155/2022/5764148openalex-snapshot

Research on the Filtering and Classification Method of Interactive Music Education Resources Based on Neural Network

inferred← citeshttps://doi.org/10.1155/2022/7117986openalex-snapshot

Design of an Incremental Music Teaching and Assisted Therapy System Based on Artificial Intelligence Attention Mechanism

inferred← citeshttps://doi.org/10.14569/ijacsa.2022.0131114openalex-snapshot

Multi-Feature Extraction Method of Power Customer’s Portrait based on Knowledge Map and Label Extraction

inferred← citeshttps://doi.org/10.14569/ijacsa.2024.01505134openalex-snapshot

HybridGCN: An Integrative Model for Scalable Recommender Systems with Knowledge Graph and Graph Neural Networks

inferred← citeshttps://doi.org/10.14778/3718057.3718076openalex-snapshot

BACH: Bridging Adjacency List and CSR Format Using LSM-Trees for HGTAP Workloads

inferred← citeshttps://doi.org/10.15439/2026f3730openalex-snapshot

A Hybrid GraphRAG Approach to Generating Explainable Recommendations

inferred← citeshttps://doi.org/10.18280/isi.280203openalex-snapshot

An Overview on Related Searches Recommendation

inferred← citeshttps://doi.org/10.21203/rs.3.rs-5832396/v1openalex-snapshot

HeBoots: A Novel Heuristic Bootstrapping Entity Alignment Model Based on Reasoning

inferred← citeshttps://doi.org/10.2139/ssrn.4862890openalex-snapshot

Knowledge Graph Collaborative Large Language Model for Computer Components Recommendation

inferred← citeshttps://doi.org/10.2139/ssrn.6881786openalex-snapshot

Personalized Semantic Similarity Strategies for Linked Open Data Recommender Systems

inferred← citeshttps://doi.org/10.2196/45788openalex-snapshot

Usability Evaluation of a Knowledge Graph–Based Dementia Care Intelligent Recommender System: Mixed Methods Study

inferred← citeshttps://doi.org/10.23919/ccc63176.2024.10661436openalex-snapshot

Personalized music recommendation based on knowledge graphs and social circles

inferred← citeshttps://doi.org/10.2478/amns-2025-1075openalex-snapshot

Curriculum Content Construction and Updating for Intelligent Educational Systems Using Knowledge Graphs

inferred← citeshttps://doi.org/10.26599/bdma.2025.9020054openalex-snapshot

Graph-Based Multimodal Fusion Framework with Correlation-Aware Learning for Alzheimer's Disease Prediction

inferred← citeshttps://doi.org/10.31083/ko39497openalex-snapshot

Topical Evolution and Thematic Progression of Research Frontiers: The Field of Knowledge Graphs

inferred← citeshttps://doi.org/10.3233/jifs-223775openalex-snapshot

Attribute preserving recommendation system based on graph attention mechanism

inferred← citeshttps://doi.org/10.33751/komputasi.v21i1.8991openalex-snapshot

Recommender Systems using Hybrid Demographic and Content-Based Filtering methods for UMKM Products

inferred← citeshttps://doi.org/10.3389/fmed.2026.1752778openalex-snapshot

Improving TCM question answering through tree-organized self-reflective retrieval with LLMs

inferred← citeshttps://doi.org/10.3390/app12104804openalex-snapshot

New Hybrid Techniques for Business Recommender Systems

inferred← citeshttps://doi.org/10.3390/app13074357openalex-snapshot

A Review of Knowledge Graph-Based Reasoning Technology in the Operation of Power Systems

inferred← citeshttps://doi.org/10.3390/app13137903openalex-snapshot

Research on Hybrid Recommendation Model for Personalized Recommendation Scenarios

inferred← citeshttps://doi.org/10.3390/app16136577openalex-snapshot

Place-Transition-Aware Tourism Recommendation Framework Integrating Dynamic Profiling and Path Behavior Reasoning

inferred← citeshttps://doi.org/10.3390/bdcc5040080openalex-snapshot

Semantic Trajectory Analytics and Recommender Systems in Cultural Spaces

inferred← citeshttps://doi.org/10.3390/e26050371openalex-snapshot

A Personalized Collaborative Filtering Recommendation System Based on Bi-Graph Embedding and Causal Reasoning

inferred← citeshttps://doi.org/10.3390/electronics14132528openalex-snapshot

A Recommender System Model for Presentation Advisor Application Based on Multi-Tower Neural Network and Utility-Based Scoring

inferred← citeshttps://doi.org/10.3390/ijgi11120625openalex-snapshot

A Knowledge Graph Convolutional Networks Method for Countryside Ecological Patterns Recommendation by Mining Geographical Features

inferred← citeshttps://doi.org/10.3390/info12080296openalex-snapshot

A Hybrid Knowledge-Based Recommender for Product-Service Systems Mass Customization

inferred← citeshttps://doi.org/10.3390/info12090366openalex-snapshot

The Geranium Platform: A KG-Based System for Academic Publications

inferred← citeshttps://doi.org/10.3390/info14090504openalex-snapshot

Using ChatGPT and Persuasive Technology for Personalized Recommendation Messages in Hotel Upselling

inferred← citeshttps://doi.org/10.3390/info15060312openalex-snapshot

Enhancing Personalized Recommendations: A Study on the Efficacy of Multi-Task Learning and Feature Integration

inferred← citeshttps://doi.org/10.3390/info16100902openalex-snapshot

GCHS: A Custodian-Aware Graph-Based Deep Learning Model for Intangible Cultural Heritage Recommendation

inferred← citeshttps://doi.org/10.3390/s22062118openalex-snapshot

A Data Warehouse-Based System for Service Customization Recommendations in Product-Service Systems

inferred← citeshttps://doi.org/10.3390/smartcities6010007openalex-snapshot

Towards Optimal Planning for Green, Smart, and Semantically Enriched Cultural Tours

inferred← citeshttps://doi.org/10.3837/tiis.2023.11.001openalex-snapshot

Knowledge Recommendation Based on Dual Channel Hypergraph Convolution

inferred← citeshttps://doi.org/10.3934/era.2025206openalex-snapshot

An multi-embedding entity alignment approach based on matching information interaction over atomically divisible entities

inferred← citeshttps://doi.org/10.4018/978-1-7998-9220-5.ch169openalex-snapshot

Recommendation Systems

inferred← citeshttps://doi.org/10.4018/jgim.372058openalex-snapshot

Deep Learning-Based User Information Behavior Mining and Personalized Recommendation Optimization

inferred← citeshttps://doi.org/10.5007/1518-2924.2026.e108640openalex-snapshot

Esclarecendo e consolidando representações de conhecimento baseadas em grafos na Biblioteconomia e Ciência da Informação: um quadro terminológico

inferred← citeshttps://doi.org/10.53508/ijiam.1036234openalex-snapshot

A Road-map for Mining Business Process Models via Artificial Intelligence Techniques

inferred← citeshttps://doi.org/10.54097/87rgwp44openalex-snapshot

A Penetrative Multidimensional Data Analytics Model for Complex Relationship Mining over Knowledge Graphs

inferred← citeshttps://doi.org/10.5594/jmi.2023.3245685openalex-snapshot

Machine Learning Applied to Media Libraries for Insights, Search, and Segmentation

inferred← citeshttps://doi.org/10.63313/jcsft.9073openalex-snapshot

A Knowledge Graph and Deep Learning-Based Semantic Recommendation Database System for Advertisement Retrieval and Personalization

inferred← citeshttps://doi.org/10.7250/csimq.2023-36.01openalex-snapshot

Design Objectives for Evolvable Knowledge Graphs

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.