VMA Order Specification
Performs multivariate Ljung-Box tests to specify the order of a VMA process
VMAorder(x, lag = 20)
x |
Data matrix of the observed k-dimensional time series. Each column represents a time series. |
lag |
The maximum VMA order entertained. Default is 20. |
For a given lag, the command computes the Ljung-Box statistic for testing rho_j = ... = rho_lag = 0, where j = 1, 2, ..., lag. For a VMA(q) process, the Ljung-Box statistics should be significant for the first q lags, and insignificant thereafter.
The Q-statistics and p-value plot
Ruey S. Tsay
Tsay (2014). Multivariate Time Series Analysis with R and Financial Applications. John Wiley. Hoboken, NJ.
zt=matrix(rnorm(600),200,3) VMAorder(zt)
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