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Zinc-30 / knowledge-graph-learning

A curated list of awesome knowledge graph tutorials, projects and communities.

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A curated list of awesome knowledge graph tutorials, projects and communities. Both Chinese and English resource are listed in language respectively. Please feel free to pull requests to add links.

Table of Contents

Papers

Recommendation System

  • Computing recommendations via a Knowledge Graph-aware Autoencoder (2018). Vito Bellini et al. [PDF]

  • An Empirical Comparison of Knowledge GraphEmbeddings for Item Recommendation (2018). Enrico Palumbo et al. [PDF]

  • DKN: Deep Knowledge-Aware Network for News Recommendation (2018). Hongwei Wang et al. [PDF], [Code]

  • entity2rec: Learning User-Item Relatedness from Knowledge Graphs for Top-N Item Recommendation (2017). Enrico Palumbo et al. [PDF], [Code]

  • Interactive Recommendations by Combining User-Item Preferences with Linked Open Data (2018). Surya Kallumadi, William H. Hsu. [PDF]

  • Knowledge Graph Embeddings with node2vecfor Item Recommendation (2018). [PDF]

  • WhySoMuch: Recommendation System Using User-Item Profile Builded by Knowledge Graph. [Link]

Knowledge Representation Learning (KRL) / Knowledge Embedding (KE)

  • Knowledge Graph Embedding: A Survey of Approaches and Applications (2017). Quan Wang, et al. [PDF]
  • KRLPapers: Must-read papers on knowledge representation learning (KRL) / knowledge embedding (KE). [Link]

Useful Articles/Slides

Relation Extraction

Event Extraction

Survey

Courses and Lectures

Datasets

Implementations and Tools

Implementations

Tools

Community

About

A curated list of awesome knowledge graph tutorials, projects and communities.

License:MIT License