Adaptive regularization for Lasso models in the context of non-stationary data streams

Ricardo Pio Monti, Christoforos Anagnostopoulos, Giovanni Montana

Large scale, streaming datasets are ubiquitous in modern machine learning. Streaming algorithms must be scalable, amenable to incremental training and robust to the presence of non…