Automatic ARIMA model identification in MATLAB (like auto.arima in R)

Is there a function in MATLAB to identify a suitable ARIMA model like it does in R (function of auto.arima in package forecast) or in other commercial forecasting products?

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Roger Wohlwend
Roger Wohlwend 2016년 3월 2일

1 개 추천

No, there is no such function. You can identify a suitable model with the Information criterions (AIC and BIC).

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There is some useful functions in System Identification Toolbox like " arx", that can find polynomial degree "p" of AR model.
  • Can it help me to identify AR-part of ARMA/ARIMA model?
  • And maybe SIT (Toolbox) contain other interesting function that can help to identify "p" and "q" for ARMA model?
Doesnt estimate do the same purpose as auto arima in R?
https://www.mathworks.com/help/econ/arima.estimate.html
No, an auto ARIMA function would not need any pre-specification of the p,d, q parameters. It would function like TimeSeriesModelFit https://reference.wolfram.com/language/ref/TimeSeriesModelFit.html in Wolfram for example.
Interestingly, when asked, CoPilot invents such a function (autoARIMA) but when one looks in the Econometrics toolbox it sadly doesn't exist. The code (that is apparently being hallucinated) is
% Load example data (e.g., airline passenger data)
load Data_Airline
y = log(Data); % Log-transform the data for stabilization
% Automatically fit an ARIMA model
Mdl = autoARIMA(y);
% Display the estimated model
disp(Mdl);

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2016년 3월 1일

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2025년 6월 27일

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