... is to employ a sparsing method to sparse the eigenportfolios, so that the transaction cost can be reduced and without any loss of its performance. Design/methodology/approach In this paper, the authors have designed pdf-optimized mid-tread Lloyd-Max quantizers based on the distribution of each...