Data Compression using Rank-1 Lattices for Parameter Estimation in Machine Learning

Michael Gnewuch, Kumar Harsha, Marcin Wnuk

The mean squared error and regularized versions of it are standard loss functions in supervised machine learning. However, calculating these losses for large data sets can be compu…