by transforming the objective function into a strictly convex one. Amongst them, the ”Spinu Algorithm” proves to be the … most robust and fastest algorithm, both for large equity and small multi-asset portfolios. Surprisingly, the promising … Cyclical Coordinate Descent (CCD) algorithm proposed by Griveau et.al. (2013) which suits well for risk budgeting on a large …