Linearity Identification for General Partial Linear Single-Index Models

Algorithm 1

ADMM algorithm.

given: parameters , , ,  , the group indexes and the kernels , .

initialize: , , ,

 for  

 repeat

  for    repeat

    , for each group ,

  until   converges to some

 , then compute ,

   and

   then

 until converges to .

then return