Example of Testing Autocorrelations
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Using the results from the Example of Autocorrelation, you can use the Ljung-Box Q (LBQ) statistic to test the null hypothesis that the autocorrelations for all lags up to lag k equal zero. Let's test that all autocorrelations up to a lag of 6 are zero. The LBQ statistic is 56.03.

Step 1: Compute the cumulative probability function

1    Choose Calc > Probability Distributions > Chi-Square.

2    Choose Cumulative Probability.

3    In Degrees of freedom, enter 6 (the lag of your test).

4    Choose Input constant and enter 56.03 (the LBQ value).

5    In Optional storage, enter Cumprob. This stores the cumulative probability function in a constant named Cumprob. Click OK.

Step 2: Compute the p-value

1    Choose Calc > Calculator.

2    In Store result in variable enter pvalue.

3    In Expression, enter 1 - 'Cumprob'. Click OK.

Interpreting the results

Examine the value in the Data window. In this example, the p-value is 0.000000, which means the p-value is less than 0.0000005. The very small p-value implies that one or more of the autocorrelations up to lag 6 can be judged as significantly different from zero at any reasonable a level.