Sparse Learning over Infinite Subgraph Features

Ichigaku Takigawa, Hiroshi Mamitsuka

We present a supervised-learning algorithm from graph data (a set of graphs) for arbitrary twice-differentiable loss functions and sparse linear models over all possible subgraph f…