In an AR model the coefficients on the lags can be solved for using least squares. How is the MA part of ARMA solved for? Since the MA part is a sum of white noise terms I imagine that it is not solved using least squares.
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The MA parameters are estimated in many different ways, including MLE. It involves solving a set of non-linear equations, which is why everyone eventually ends up resorting to numerical methods.
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