Optimal Statistical Rates for Decentralised Non-Parametric Regression with Linear Speed-Up

Dominic Richards, Patrick Rebeschini

Neural Information Processing Systems 

Due to the increasingly large size of datasets and high model complexity, direct minimisation of the regularised problem is posing more and morecomputationalchallenges.