Learning Hierarchical Interactions at Scale: A Convex Optimization Approach

Hussein Hazimeh, Rahul Mazumder

In many learning settings, it is beneficial to augment the main features with pairwise interactions. Such interaction models can be often enhanced by performing variable selection…