Detecting Regime Change in Computational Finance by Jun Chen;Edward P K Tsang;
Author:Jun Chen;Edward P K Tsang; [Неизв.]
Language: eng
Format: epub
ISBN: 9781000220360
Publisher: CRC Press (Unlimited)
Published: 2021-08-30T21:00:00+00:00
4.4 RESULTS AND DISCUSSIONS
So far, we have explained that under a given threshold, DC summarised a data set into trends. HMM classified these trends into regimes, with each regime comprising a sequence of trends. Each trend defined a TMV and a T value. We computed the average TMV and average T values for each regime in each data set. In this section, we compared the normalised TMV and T values of the two regimes, from different markets and time periods.
For each data set, we computed the average TMV and T values for all the trends of each regime. For example, we computed the average normalised TMV and T values of all trends in Regime 1 in the data of GBPâUSD, which is summarised under the threshold 0.1%, and the same is done for Regime 2. Each market regime in each data set will occupy a position within the two-dimensional (T-TMV) indicator space. This will allow us to see whether Regimes 1 and 2 occupy different regions of the indicator space. If they do, then it is possible to define the region of normal regime and abnormal regime.
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