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An overview of knowledge graph|based recommendation systems


An overview of knowledge graph-based recommendation systems

Furthermore, we delve into the trade-offs between knowledge graph embedding-driven recommendations and traditional recommendation approaches, offering ...

Introduction to Knowledge Graph-Based Recommender Systems

In this post, we will first introduce knowledge graphs and how they can be used in recommender systems to provide more accurate and personalized ...

An overview of knowledge graph-based recommendation systems

This paper classifies Knowledge Graph-based recommendation systems into two categories: enhanced classical recommendation models and novel recommendation ...

A review of recommender systems based on knowledge graph ...

This paper provides a systematic review of recommender systems based on knowledge graph embedding in terms of methods and applications.

An overview of knowledge graph-based recommendation systems

This paper classifies Knowledge Graph-based recommendation systems into two categories: enhanced classical recommendation models and novel ...

Knowledge graph-based recommendation system enhanced by ...

In this article, a novel architecture is used with the utilization of pre-trained knowledge graph embeddings of different approaches.

A Survey on Knowledge Graph-Based Recommender Systems - arXiv

In this paper, we conduct a systematical survey of knowledge graph-based recommender systems. We collect recently published papers in this field and summarize ...

Knowledge-Based Recommender Systems: An Overview - Medium

A recommender system is knowledge-based when it makes recommendations based not on a user's rating history, but on specific queries made by the ...

A Comprehensive Survey of Knowledge Graph-Based ... - MDPI

In recent years, the emergence of knowledge graphs (KGs) has directed research on recommender systems towards the processing of this type of content. For a ...

A Survey on Knowledge Graph-Based Recommender Systems

To solve the cognitive overlord problem and information explosion, recommender systems have been using to model the user interest.

Tutorial 3A Hands on Explainable Recommender Systems with ...

RecSys 2021 RecSys 2022 Hands on Explainable Recommender Systems with Knowledge Graphs by Giacomo Balloccu (University of Cagliari, Italy), ...

Knowledge Graph-Based Recommendation System for ...

In this paper, we present an efficient knowledge graph-based recommendation framework, which can provide personalized e-learning recommendations.

Recommendation System using Knowledge Graphs and Machine ...

The knowledge graph is often used in applications such as search engines, virtual assistants, and recommendation systems, where it can help ...

Knowledge Graph-based Recommendation Systems

Organization of this article: The remainder of this article is summarized as follows: Section 2 gives a brief introduction to semantic computing using knowledge ...

(PDF) Knowledge graph-based recommendation system enhanced ...

Then knowledge graph representation learning techniques are used to learn low-dimensional vector representations for knowledge graph components.

Knowledge-based recommender systems: overview and research ...

Knowledge-based recommenders exploit semantic user preference knowledge, item knowledge, and recommendation knowledge, to identify user-relevant items.

This is a list of top papers about knowledge graph (KG) - GitHub

Embedding based · [CKE] Collaborative Knowledge Base Embedding for Recommender Systems (KDD 16) · [KTUP] Unifying Knowledge Graph Learning and Recommendation: ...

Research Summary of Recommendation System Based on ...

This article will systematically review the knowledge graph-based recommendation system from three aspects: knowledge graph, recommendation ...

An Explainable Knowledge Graph-Based News Recommendation ...

In this study, we will explore the concept of explainable recommendation systems based on knowledge ... In Section 3, we will provide an initial overview.

[PDF] A Comprehensive Survey of Knowledge Graph-Based ...

It is found that the use of knowledge graphs for recommendations is an efficient way to leverage and connect a user's and an item's knowledge, ...