As you know, stock market prices fluctuate in a way that looks very much random. The following model has been used as a model of the price of a share stock. Let Xnbe the price at day n. Define
Yn= log Xnwith Y0= 0 and suppose that:
Where a = 1+ p, and p is the mean growth per day. Usually p is very small; for example, if the annual growth is 10%, then if we count 250 business days per year. Suppose that en are independent normal variables with mean zero and variance (K loga)2.
(a) Compute the expectation, and the covariance function, Is a stationary process?
(b) It is reasonable to believe that K = 30. Compute the probability that the share price rises more than 3.8% (use p = 0.00038) from one day to another. What is the expected number of events of this type during one year (250 days)?
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