A Journey Through the 'Mathematical Underworld' of Portfolio Optimization

* It has been estimated that the current size of the asset management industry is approximately US$58 trillion.* Portfolio optimization is one of the problems most frequently encountered by financial practitioners. It appears in various forms in the context of Trading, Risk Management and Capital Allocation.* The Critical Line Algorithm (CLA) is the only algorithm specifically designed for inequality-constrained portfolio optimization problems, which guarantees that the exact solution is found after a predefined number of iterations.* Surprisingly, open-source implementations of CLA in a scientific language appear to be inexistent or unavailable.* The lack of publicly available CLA software, commercially or open-source, means that trillions of dollars are likely to be suboptimally allocated as a result of practitioners using general-purpose quadratic optimizers.* We believe that a large amount of financial firms and practitioners will benefit from our robust implementation of CLA in a scientific language.The code is available in the author's website