Analysis of aggregated tick returns: evidence for anomalous diffusion

Physics – Physics and Society

Scientific paper

Rate now

  [ 0.00 ] – not rated yet Voters 0   Comments 0

Details

9 pages, 10 figures, typos corrected

Scientific paper

10.1103/PhysRevE.75.016105

In order to investigate the origin of large price fluctuations, we analyze stock price changes of ten frequently traded NASDAQ stocks in the year 2002. Though the influence of the trading frequency on the aggregate return in a certain time interval is important, it cannot alone explain the heavy tailed distribution of stock price changes. For this reason, we analyze intervals with a fixed number of trades in order to eliminate the influence of the trading frequency and investigate the relevance of other factors for the aggregate return. We show that in tick time the price follows a discrete diffusion process with a variable step width while the difference between the number of steps in positive and negative direction in an interval is Gaussian distributed. The step width is given by the return due to a single trade and is long-term correlated in tick time. Hence, its mean value can well characterize an interval of many trades and turns out to be an important determinant for large aggregate returns. We also present a statistical model reproducing the cumulative distribution of aggregate returns. For an accurate agreement with the empirical distribution, we also take into account asymmetries of the step widths in different directions together with crosscorrelations between these asymmetries and the mean step width as well as the signs of the steps.

No associations

LandOfFree

Say what you really think

Search LandOfFree.com for scientists and scientific papers. Rate them and share your experience with other people.

Rating

Analysis of aggregated tick returns: evidence for anomalous diffusion does not yet have a rating. At this time, there are no reviews or comments for this scientific paper.

If you have personal experience with Analysis of aggregated tick returns: evidence for anomalous diffusion, we encourage you to share that experience with our LandOfFree.com community. Your opinion is very important and Analysis of aggregated tick returns: evidence for anomalous diffusion will most certainly appreciate the feedback.

Rate now

     

Profile ID: LFWR-SCP-O-309406

  Search
All data on this website is collected from public sources. Our data reflects the most accurate information available at the time of publication.