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A stock that follows a random walk has no mean reversion level, so you can't predict which direction it is likely to trend in the future. A unit root infers that the value of the lagged coefficient is = 1, and therefore follows a random walk making it not covariance stationary (since the mean reverting level is defined as b0/b1-1...if b1=1, then the denominator is 0 and this is undefined). So basically, a stock that follows a random walk is defined as having a unit root.

In the equation above, you have described a random walk with no drift since the intercept term = 0.

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