Embeddings of Nation-Level Social Networks
For nation-scale networks, we present a layer-sensitive random walk, temporal alignment and partitioning techniques and evaluate them on 13 downstream tasks.
DeepWalk
Population-Scale Network Embeddings Expose Educational Divides in Network Structure Related to Right-Wing Populist Voting
Administrative registry data can be used to construct population-scale networks whose ties reflect shared social contexts between persons. With machine learning, such networks can be encoded into numerical representations -- embeddings -- that automatically …