Ando and Zhang 2005propose learning a shared structure across multiple related classification tasks.
they consider K binary classification tasks each of which has its own linear classifier f k : Here, u k ∈ R d and v k ∈ R m are task-specific parameters but Θ ∈ R d×m is a global parameter shared by all classifiers f 1 .