Quantization effects and cluster analysis on foreign exchange rates

摘要

This paper studies the features of some common foreign exchange rates which exhibit cluster distributions caused by the quantization property of the exchange rate data. We demonstrate the quantization effects of the returns in these series and investigate their properties by fitting the clusters into regression models.