Which statistical method is commonly used to determine the appropriate lag order in an autoregressive (AR) model?
A. Augmented Dickey-Fuller test
B. Ljung-Box test
C. Granger causality test
D. PACF (Partial Autocorrelation Function)
Answer: Option D
Related Questions on Time Series Analysis
What is the primary characteristic of a time series data set?
A. Random data
B. Data points are not related
C. Data is collected at irregular intervals
D. Data is collected over time
A. Outliers
B. Trends
C. Seasonality
D. Noise
A. Stationary
B. Seasonal
C. Trend
D. White noise
What is the primary goal of "detrending" in time series analysis?
A. To remove seasonality from the data
B. To remove outliers from the data
C. To identify trends in the data
D. To add noise to the data

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