GEM-KMeans: Memory-Efficient and Accurate Clustering on Massive Scale with GPU Optimization
This paper introduces GEM-KMeans, a spectrally normalized yet mathematically equivalent NLR formulation that fuses the gradient update, nonnegative projection, and sufficient statistics for normalization and iterate movement into a matrix-multiplication epilogue.