Graph Node Embeddings using Domain-Aware Biased Random Walks

Sourav Mukherjee, PhD; Tim Oates, PhD; Ryan Wright The recent proliferation of publicly available graph-structured data has sparked an interest in machine learning algorithms for graph data. Since most traditional machine learning algorithms assume data to be tabular, embedding algorithms for mapping graph data to real-valued vector spaces has become an active area of research.…