Perform tests to check the conditional heteroscedasticity in a time series. The Ljung-Box statistics of squared series and a rank-based Ljung-Box test are used.
archTest(rt, lag =10)
Arguments
rt: A scalar time series. If rt is a matrix, only the first column is used.
lag: The number of lags of ACF used in the Ljung-Box statistics. The default is 10.
Details
The Ljung-Box statistics based on the squared series are computed first. The rank series of the squared time series is than used to test the conditional heteroscedasticity.
Returns
The Q-statistic and its p-value. Also, the rank-based Q statistic and its p-value.