matrix_factorization.md

Matrix Factorization

2020

• Learning Distributed Representations of Graphs with Geo2DR (ICML GRL 2020)
  • Paul Scherer and Pietro Lio
  • [Paper]
  • [Python Reference]

2019

• GL2vec: Graph Embedding Enriched by Line Graphs with Edge Features (ICONIP 2019)
  • Hong Chen, Hisashi Koga
  • [Paper]
  • [Python Karate Club]

2018

• Anonymous Walk Embeddings (ICML 2018)

  • Sergey Ivanov and Evgeny Burnaev
  • [Paper]
  • [Python Reference]

• Hierarchical Stochastic Graphlet Embedding for Graph-based Pattern Recognition (Pattern Recognition 2018)

  • Anjan Dutta, Pau Riba, Josep Lladós, Alicia Fornés
  • [Paper]
  • [Matlab Reference]

• Learning Graph Representation via Frequent Subgraphs (SDM 2018)

  • Dang Nguyen, Wei Luo, Tu Dinh Nguyen, Svetha Venkatesh, Dinh Phung
  • [Paper]
  • [Python Reference]

2017

• Graph2vec (MLGWorkshop 2017)
  • Annamalai Narayanan, Mahinthan Chandramohan, Lihui Chen, Yang Liu, and Santhoshkumar Saminathan
  • [Paper]
  • [Python Karate Club]
  • [Python High Performance]
  • [Python Reference]

2016

• Rdf2Vec: RDF Graph Embeddings for Data Mining (ISWC 2016)

  • Petar Ristoski and Heiko Paulheim
  • [Paper]
  • [Python Reference]

• Subgraph2Vec (MLGWorkshop 2016)

  • Annamalai Narayanan, Mahinthan Chandramohan, Lihui Chen, Yang Liu, and Santhoshkumar Saminathan
  • [Paper]
  • [Python High Performance]
  • [Python Reference]

2015

• Deep Graph Kernels (KDD 2015)
  • Pinar Yanardag and S.V.N. Vishwanathan
  • [Paper]
  • [Python Reference]