Neural Networks for Relational Learning

This exercise is an introduction to neural network for statistical relational learning.

Exercise Overview

• Exercise 6-1: E-MLP.
• Exercise 6-2: ER-MLP.
• Exercise 6-3: NTN.

Task

• Task 6-1: Ranking-loss Evaluation.
• Task 6-2.1: Evaluation Metric Selection.
• Task 6-2.2: Nearest Neighbor Analysis.
• Task 6-3.1: Embedding Visualization.
• Task 6-3.2: Link Correction.
• Task 6-3.3: WordNet Evaluation.

Requirements

• Python 3.5+
• Pytorch 0.2

References

• A Review of Relational Machine Learning for Knowledge Graphs
• Knowledge Vault: A Web-Scale Approach to Probabilistic Knowledge Fusion
• Reasoning With Neural Tensor Networks for Knowledge Base Completion