Model Perspective

Aug 10, 2022 · Fundamentals

How to Test Residuals for White Noise and Choose ARMA Models with AIC/BIC

This article explains why residuals of an ARMA model should be white noise, how to use the Q‑test to detect autocorrelation, and how AIC and BIC criteria balance model fit against complexity for selecting the most appropriate ARMA specification.