Statistical relational learning

Statistical relational learning (SRL), rebranded by some as “statistical relational AI,” is machine learning for relational data.

Literature

For additional references, see Cosma Shalizi’s notebooks on relational learning and statistics with structured data .

Books and surveys

  • Getoor & Taskar, 2007, Introduction to Statistical Relational Learning
    • Chapter 5, Probabilistic Relational Models: Introduction to SRL
  • De Raedt, 2010, Logical and Relational Learning (doi)
  • De Raedt et al, 2016: Statistical Relational AI (doi)

Applications of KR

  • Nickel et al, 2016: A review of relational machine learning for knowledge graphs (doi, arxiv)