Efficient Symmetric Norm Regression via Linear Sketching

Zhao Song, Ruosong Wang, Lin Yang, Hongyang Zhang, Peilin Zhong

Neural Information Processing Systems 

We provide efficient algorithms for overconstrained linear regression problems with size n d when the loss function is a symmetric norm (a norm invariant under sign-flips and coordinate-permutations).