Enhanced symbolic description in analyzing patterns and volatility on the forex market

In this paper, we propose a novel approach for transforming nancial time-series values into symbolic representation based on value changes. Such approach seems to have few advantages over the existing approaches; one of the most obvious is noise reduction in the data and another one is possibility to ¯nd patterns which are universal for investigating dierent currency pairs.