5 Learning Network Representations

• 5.1 Maximum likelihood estimation

• 5.2 Why do we embed networks?

• 5.3 Adjacency spectral embedding

• 5.4 Laplacian spectral embedding

• 5.5 Multiple network representation learning

• 5.6 Joint representation learning

• 5.7 Estimating latent dimensionality and non positive semidefiniteness

• Code Reproducibility contains all of the code as-provided in the manuscript for the entire section.