cs.CE, cs.DC, cs.LG, cs.NA, math.NA, math.OC

Scalable Mean-Variance Portfolio Optimization via Subspace Embeddings and GPU-Friendly Nesterov-Accelerated Projected Gradient

arXiv:2604.02917v1 Announce Type: cross
Abstract: We develop a sketch-based factor reduction and a Nesterov-accelerated projected gradient algorithm (NPGA) with GPU acceleration, yielding a doubly accelerated solver for large-scale constrained mean-va…