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萧萧 · 2023年10月31日

b0 does not appear to be significantly different from 0

NO.PZ2023040502000042

问题如下:

Which of the conclusions regarding the exchange rate time series is consistent with both the properties of a covariance-stationary time series and the properties of a random walk?

Conclusion 1The variance of xt increases over time.

Conclusion 2The mean-reverting level is undefined.

Conclusion 3b0 does not appear to be significantly different from 0.

选项:

A.

Conclusion 1

B.

Conclusion 2

C.

Conclusion 3

解释:

A simple random walk can be described by the equation xt = b0 + b1xt–1+ εt, where b0 = 0 and b1 = 1. So b0 = 0 is a characteristic of a simple random walk time series.

A covariance-stationary series must satisfy the following three requirements:

1.The expected value of the time series must be constant and finite in all periods.

2. The variance of the time series must be constant and finite in all periods.

3. The covariance of the time series with itself for a fixed number of periods in the past or future must be constant and finite in all periods.

b0 = 0 does not violate any of these three requirements and is thus consistent with the properties of a covariance-stationary time series.

有单位根的情况下b0是可以等于0(simple random walk)也可以不等于0(random walk with a drift)。另外有单位根的话,mean reversion 确实是不能确认的,这里为什么是选C呢?

1 个答案
已采纳答案

星星_品职助教 · 2023年10月31日

同学你好,

这道题问的是下面三个conclusion中,哪个和covariance-stationary与random walk都不矛盾。

Conclusion 1The variance of xt increases over time. 和covariance stationary矛盾。

Conclusion 2The mean-reverting level is undefined. 和covariance stationary矛盾。

只有conclusion 3和两者都不矛盾,无论是covariance-stationary还是random walk,b0都是可以等于0的。