GCWSNet: Generalized Consistent Weighted Sampling for Scalable and Accurate Training of Neural Networks

Ping Li, Weijie Zhao

We develop the "generalized consistent weighted sampling" (GCWS) for hashing the "powered-GMM" (pGMM) kernel (with a tuning parameter $p$). It turns out that GCWS provides a numeri…