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47 Moving Average Models ⢠The MA(1) model must be estimated by numerical optimization of the likelihood function. â First set the unobserved â Second, set parameter starting values for , , and . â We can use the average of for , use 0 for and use the sample variance of for ⢠Now compute time series of residuals via Elements of Financial Risk Management Second Edition © 2012 by Peter Christoffersen